DataFrame
NO COMPARISON TARGET
73
ROWS
0
DUPLICATES
149.7 kb
RAM
92
FEATURES
41
CATEGORICAL
37
NUMERICAL
14
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Unnamed: 0
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
ZEROES:
---
MAX
39,697
95%
21,802
Q3
9,203
AVG
7,312
MEDIAN
4,427
Q1
1,954
5%
492
MIN
95
RANGE
39,602
IQR
7,249
STD
7,895
VAR
62.3M
KURT.
4.70
SKEW
1.99
SUM
534k
2
Name
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
Dimitris Kourbelis
1
1%
-
-
Alfonso Pedraza
1
1%
-
-
André-Franck Zambo Anguissa
1
1%
-
-
Falaye Sacko
1
1%
-
-
Connor Goldson
1
1%
-
-
Youri Tielemans
1
1%
-
-
Majid Hosseini
66
90%
-
-
(Other)
3
Position
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
34
(47%)
10
14%
-
-
DM, M (C)
10
14%
-
-
D (C)
7
10%
-
-
ST (C)
5
7%
-
-
D/WB (L)
3
4%
-
-
M/AM (C)
3
4%
-
-
D (RC)
2
3%
-
-
D (C), DM, M (C)
33
45%
-
-
(Other)
4
Club
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
65
(89%)
3
4%
-
-
Cádiz
3
4%
-
-
Union Berlin
2
3%
-
-
Osasuna
2
3%
-
-
Galatasaray
2
3%
-
-
Sassuolo
2
3%
-
-
Leicester
1
1%
-
-
Panathinaikos
58
79%
-
-
(Other)
5
Division
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
24
(33%)
6
Based
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
24
(33%)
7
Nation
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
32
(44%)
9
12%
-
-
ESP
8
11%
-
-
BRA
6
8%
-
-
TUR
5
7%
-
-
GER
4
5%
-
-
ENG
4
5%
-
-
BEL
3
4%
-
-
GRE
34
47%
-
-
(Other)
8
Height
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
26
(36%)
ZEROES:
---
MAX
201.0
95%
191.8
Q3
186.0
AVG
181.6
MEDIAN
181.0
Q1
178.0
5%
171.6
MIN
166.0
RANGE
35.0
IQR
8.00
STD
6.33
VAR
40.0
KURT.
0.496
SKEW
0.299
SUM
13,256
9
Weight
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
27
(37%)
ZEROES:
---
MAX
91.0
95%
87.0
Q3
80.0
AVG
74.9
MEDIAN
74.0
Q1
70.0
5%
64.0
MIN
58.0
RANGE
33.0
IQR
10.0
STD
6.79
VAR
46.1
KURT.
-0.082
SKEW
0.023
SUM
5,469
10
Age
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
9
(12%)
11
Preferred Foot
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
5
(7%)
12
Best Pos
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
12
(16%)
13
Best Role
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
19
(26%)
14
Value
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
58
(79%)
ZEROES:
---
MAX
42.5M
95%
28.9M
Q3
10.2M
AVG
7.8M
MEDIAN
3.5M
Q1
1.5M
5%
0.5M
MIN
0.1M
RANGE
42.4M
IQR
8.8M
STD
9.5M
VAR
89.9T
KURT.
2.95
SKEW
1.82
SUM
572.1M
15
Wage
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
57
(78%)
ZEROES:
---
MAX
135k
95%
79k
Q3
28k
AVG
24k
MEDIAN
13k
Q1
7k
5%
1k
MIN
0k
RANGE
135k
IQR
20,750
STD
28,698
VAR
823.6M
KURT.
5.05
SKEW
2.24
SUM
1.7M
16
CA
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
36
(49%)
ZEROES:
---
MAX
154.0
95%
148.8
Q3
135.0
AVG
127.5
MEDIAN
126.0
Q1
120.0
5%
110.6
MIN
99.0
RANGE
55.0
IQR
15.0
STD
11.5
VAR
132
KURT.
-0.228
SKEW
0.207
SUM
9,311
17
PA
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
32
(44%)
ZEROES:
---
MAX
173.0
95%
160.0
Q3
146.0
AVG
138.3
MEDIAN
138.0
Q1
130.0
5%
120.0
MIN
110.0
RANGE
63.0
IQR
16.0
STD
13.1
VAR
171
KURT.
0.126
SKEW
0.345
SUM
10,095
18
Wor
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
9
(12%)
19
Vis
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
11
(15%)
ZEROES:
---
MAX
17.0
95%
16.0
Q3
14.0
AVG
11.8
MEDIAN
11.0
Q1
10.0
5%
8.0
MIN
6.0
RANGE
11.0
IQR
4.00
STD
2.51
VAR
6.30
KURT.
-0.702
SKEW
0.175
SUM
862
20
Thr
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
21
Tec
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
22
Tea
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
23
Tck
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
15
(21%)
ZEROES:
---
MAX
17.0
95%
15.0
Q3
14.0
MEDIAN
13.0
AVG
11.5
Q1
9.0
5%
5.6
MIN
3.0
RANGE
14.0
IQR
5.00
STD
3.19
VAR
10.2
KURT.
-0.312
SKEW
-0.770
SUM
838
24
Str
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
11
(15%)
ZEROES:
---
MAX
18.0
95%
15.0
Q3
14.0
MEDIAN
12.0
AVG
11.8
Q1
10.0
5%
7.0
MIN
7.0
RANGE
11.0
IQR
4.00
STD
2.54
VAR
6.47
KURT.
-0.585
SKEW
-0.258
SUM
864
25
Sta
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
26
TRO
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
27
Ref
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
28
Pun
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
29
Pos
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
12
(16%)
ZEROES:
---
MAX
16.0
95%
14.4
Q3
13.0
MEDIAN
12.0
AVG
11.0
Q1
9.0
5%
6.0
MIN
5.0
RANGE
11.0
IQR
4.00
STD
2.87
VAR
8.22
KURT.
-0.758
SKEW
-0.561
SUM
801
30
Pen
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
15.0
95%
14.0
Q3
12.0
MEDIAN
10.0
AVG
9.8
Q1
8.0
5%
5.0
MIN
3.0
RANGE
12.0
IQR
4.00
STD
2.90
VAR
8.42
KURT.
-0.797
SKEW
-0.120
SUM
715
31
Pas
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
32
Pac
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
8
(11%)
33
1v1
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
34
OtB
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
35
Nat
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
36
Mar
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
15.0
95%
14.0
Q3
13.0
MEDIAN
11.0
AVG
10.2
Q1
8.0
5%
4.0
MIN
3.0
RANGE
12.0
IQR
5.00
STD
3.42
VAR
11.7
KURT.
-1.08
SKEW
-0.495
SUM
741
37
L Th
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
14
(19%)
ZEROES:
---
MAX
16.0
95%
13.0
Q3
10.0
MEDIAN
8.0
AVG
7.9
Q1
5.0
5%
3.0
MIN
2.0
RANGE
14.0
IQR
5.00
STD
3.31
VAR
11.0
KURT.
-0.675
SKEW
0.144
SUM
579
38
Lon
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
14
(19%)
ZEROES:
---
MAX
16.0
95%
15.0
Q3
13.0
MEDIAN
11.0
AVG
10.6
Q1
8.0
5%
5.0
MIN
3.0
RANGE
13.0
IQR
5.00
STD
3.05
VAR
9.28
KURT.
-0.487
SKEW
-0.465
SUM
772
39
Ldr
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
12
(16%)
ZEROES:
---
MAX
17.0
95%
14.0
Q3
13.0
AVG
10.3
MEDIAN
10.0
Q1
8.0
5%
6.0
MIN
5.0
RANGE
12.0
IQR
5.00
STD
2.95
VAR
8.70
KURT.
-0.873
SKEW
-0.036
SUM
750
40
Kic
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
41
Jum
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
14
(19%)
ZEROES:
---
MAX
19.0
95%
16.0
Q3
13.0
AVG
11.2
MEDIAN
11.0
Q1
9.0
5%
6.0
MIN
5.0
RANGE
14.0
IQR
4.00
STD
2.98
VAR
8.88
KURT.
-0.314
SKEW
0.045
SUM
817
42
Hea
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
14
(19%)
ZEROES:
---
MAX
16.0
95%
14.4
Q3
14.0
MEDIAN
11.0
AVG
10.8
Q1
8.0
5%
5.0
MIN
3.0
RANGE
13.0
IQR
6.00
STD
3.13
VAR
9.83
KURT.
-0.469
SKEW
-0.516
SUM
785
43
Han
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
44
Fre
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
15.0
95%
14.0
Q3
12.0
AVG
9.2
MEDIAN
9.0
Q1
7.0
5%
4.6
MIN
3.0
RANGE
12.0
IQR
5.00
STD
3.18
VAR
10.1
KURT.
-0.982
SKEW
0.087
SUM
674
45
Fla
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
14
(19%)
ZEROES:
---
MAX
18.0
95%
16.0
Q3
14.0
MEDIAN
11.0
AVG
11.0
Q1
8.0
5%
6.0
MIN
5.0
RANGE
13.0
IQR
6.00
STD
3.50
VAR
12.3
KURT.
-1.18
SKEW
-0.024
SUM
803
46
Fir
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
47
Fin
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
12.0
AVG
9.5
MEDIAN
9.0
Q1
7.0
5%
5.0
MIN
4.0
RANGE
12.0
IQR
5.00
STD
3.13
VAR
9.81
KURT.
-1.19
SKEW
0.167
SUM
696
48
Ecc
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
49
Dri
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
17.0
95%
15.0
Q3
13.0
MEDIAN
12.0
AVG
11.5
Q1
10.0
5%
7.6
MIN
5.0
RANGE
12.0
IQR
3.00
STD
2.58
VAR
6.67
KURT.
-0.440
SKEW
-0.247
SUM
838
50
Det
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
11
(15%)
ZEROES:
---
MAX
18.0
95%
17.0
Q3
15.0
MEDIAN
14.0
AVG
13.4
Q1
12.0
5%
10.0
MIN
8.0
RANGE
10.0
IQR
3.00
STD
2.10
VAR
4.42
KURT.
0.104
SKEW
-0.160
SUM
981
51
Dec
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
52
Cro
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
11
(15%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
13.0
MEDIAN
11.0
AVG
10.6
Q1
9.0
5%
7.0
MIN
6.0
RANGE
10.0
IQR
4.00
STD
2.50
VAR
6.27
KURT.
-0.986
SKEW
0.025
SUM
775
53
Cor
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
12
(16%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
12.0
MEDIAN
10.0
AVG
9.5
Q1
7.0
5%
5.0
MIN
4.0
RANGE
12.0
IQR
5.00
STD
3.30
VAR
10.9
KURT.
-1.09
SKEW
0.151
SUM
692
54
Cnt
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
8
(11%)
55
Cmp
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
9
(12%)
56
Com
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
57
Cmd
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
58
Bra
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
18.0
95%
17.0
Q3
14.0
MEDIAN
13.0
AVG
12.9
Q1
12.0
5%
8.0
MIN
6.0
RANGE
12.0
IQR
2.00
STD
2.50
VAR
6.27
KURT.
0.638
SKEW
-0.561
SUM
941
59
Bal
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
60
Ant
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
61
Agi
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
62
Agg
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
13
(18%)
ZEROES:
---
MAX
20.0
95%
16.0
Q3
15.0
MEDIAN
13.0
AVG
12.6
Q1
12.0
5%
7.6
MIN
6.0
RANGE
14.0
IQR
3.00
STD
2.75
VAR
7.55
KURT.
0.186
SKEW
-0.397
SUM
920
63
Aer
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
4
(5%)
64
Acc
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
10
(14%)
65
Transfermarkt_Name
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
dimitris-kourbelis
1
1%
-
-
alfonso-pedraza
1
1%
-
-
andre-franck-zambo-anguissa
1
1%
-
-
falaye-sacko
1
1%
-
-
connor-goldson
1
1%
-
-
youri-tielemans
1
1%
-
-
majid-hosseini
66
90%
-
-
(Other)
66
country_of_citizenship
VALUES:
53
(73%)
MISSING:
20
(27%)
DISTINCT:
27
(37%)
7
13%
-
-
Spain
6
11%
-
-
Brazil
5
9%
-
-
Germany
4
8%
-
-
England
3
6%
-
-
Belgium
2
4%
-
-
Iran
2
4%
-
-
Turkey
24
45%
-
-
(Other)
67
player_id
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
ZEROES:
---
MAX
684k
95%
557k
Q3
338k
AVG
258k
MEDIAN
223k
Q1
167k
5%
99k
MIN
59k
RANGE
625k
IQR
171k
STD
133k
VAR
17.8B
KURT.
1.83
SKEW
1.35
SUM
18.9M
68
last_season
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
1
(1%)
69
current_club_id
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
60
(82%)
ZEROES:
---
MAX
28,095
95%
7,875
Q3
2,381
AVG
2,124
MEDIAN
405
Q1
141
5%
15
MIN
11
RANGE
28,084
IQR
2,240
STD
4,784
VAR
22.9M
KURT.
20.4
SKEW
4.31
SUM
155k
70
name
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
dimitrios-goutas
1
1%
-
-
alfonso-pedraza
1
1%
-
-
andre-zambo-anguissa
1
1%
-
-
falaye-sacko
1
1%
-
-
connor-goldson
1
1%
-
-
youri-tielemans
1
1%
-
-
majid-hosseini
66
90%
-
-
(Other)
71
pretty_name
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
Dimitrios Goutas
1
1%
-
-
Alfonso Pedraza
1
1%
-
-
Andre Zambo Anguissa
1
1%
-
-
Falaye Sacko
1
1%
-
-
Connor Goldson
1
1%
-
-
Youri Tielemans
1
1%
-
-
Majid Hosseini
66
90%
-
-
(Other)
72
country_of_birth
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
31
(42%)
11
15%
-
-
Spain
8
11%
-
-
Brazil
5
7%
-
-
Turkey
4
5%
-
-
Germany
4
5%
-
-
England
4
5%
-
-
Belgium
3
4%
-
-
Russia
34
47%
-
-
(Other)
73
date_of_birth
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
1994-04-04
1
1%
-
-
1996-04-09
1
1%
-
-
1995-11-16
1
1%
-
-
1995-05-01
1
1%
-
-
1992-12-18
1
1%
-
-
1997-05-07
1
1%
-
-
1996-06-20
66
90%
-
-
(Other)
74
position
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
3
(4%)
75
sub_position
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
9
(12%)
76
foot
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
3
(4%)
77
height_in_cm
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
25
(34%)
ZEROES:
---
MAX
200.0
95%
192.4
Q3
187.0
MEDIAN
183.0
AVG
182.5
Q1
178.0
5%
173.2
MIN
167.0
RANGE
33.0
IQR
9.00
STD
6.26
VAR
39.2
KURT.
0.012
SKEW
0.179
SUM
13,322
78
market_value_in_gbp
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
38
(52%)
ZEROES:
---
MAX
72.0M
95%
42.3M
Q3
13.5M
AVG
10.9M
MEDIAN
4.5M
Q1
2.7M
5%
0.5M
MIN
0.3M
RANGE
71.7M
IQR
10.8M
STD
14.3M
VAR
203.4T
KURT.
5.78
SKEW
2.31
SUM
793.7M
79
highest_market_value_in_gbp
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
43
(59%)
ZEROES:
---
MAX
72.0M
95%
42.3M
Q3
14.4M
AVG
11.7M
MEDIAN
5.4M
Q1
2.7M
5%
0.6M
MIN
0.5M
RANGE
71.5M
IQR
11.7M
STD
14.4M
VAR
208.6T
KURT.
5.59
SKEW
2.26
SUM
850.7M
80
url
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
73
(100%)
1
1%
-
-
https://www.transfermarkt.co.uk/dimitrios-goutas/profil/spieler/191829
1
1%
-
-
https://www.transfermarkt.co.uk/alfonso-pedraza/profil/spieler/356197
1
1%
-
-
https://www.transfermarkt.co.uk/andre-zambo-anguissa/profil/spieler/354361
1
1%
-
-
https://www.transfermarkt.co.uk/falaye-sacko/profil/spieler/364857
1
1%
-
-
https://www.transfermarkt.co.uk/connor-goldson/profil/spieler/163656
1
1%
-
-
https://www.transfermarkt.co.uk/youri-tielemans/profil/spieler/249565
1
1%
-
-
https://www.transfermarkt.co.uk/majid-hosseini/profil/spieler/294767
66
90%
-
-
(Other)
81
country_of_citizenship_x
VALUES:
20
(27%)
MISSING:
53
(73%)
DISTINCT:
12
(16%)
4
20%
-
-
Turkey
3
15%
-
-
Russia
2
10%
-
-
Greece
2
10%
-
-
Brazil
2
10%
-
-
Spain
1
5%
-
-
Honduras
1
5%
-
-
Belgium
5
25%
-
-
(Other)
82
Age_2020
VALUES:
20
(27%)
MISSING:
53
(73%)
DISTINCT:
7
(10%)
83
fm_player_index
VALUES:
20
(27%)
MISSING:
53
(73%)
DISTINCT:
20
(27%)
ZEROES:
---
MAX
85,112
95%
85,051
Q3
60,501
MEDIAN
45,971
AVG
43,665
Q1
28,874
5%
244
MIN
45
RANGE
85,067
IQR
31,626
STD
25,299
VAR
640.1M
KURT.
-0.567
SKEW
-0.287
SUM
873k
84
country_of_citizenship_y
VALUES:
20
(27%)
MISSING:
53
(73%)
DISTINCT:
12
(16%)
4
20%
-
-
Turkey
3
15%
-
-
Russia
2
10%
-
-
Greece
2
10%
-
-
Brazil
2
10%
-
-
Spain
1
5%
-
-
Honduras
1
5%
-
-
Belgium
5
25%
-
-
(Other)
85
value_2022
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
38
(52%)
ZEROES:
---
MAX
72.0M
95%
42.3M
Q3
13.5M
AVG
10.9M
MEDIAN
4.5M
Q1
2.7M
5%
0.5M
MIN
0.3M
RANGE
71.7M
IQR
10.8M
STD
14.3M
VAR
203.4T
KURT.
5.78
SKEW
2.31
SUM
793.7M
86
date
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
34
(47%)
6
8%
-
-
2019-12-20
5
7%
-
-
2019-09-10
5
7%
-
-
2019-10-04
5
7%
-
-
2019-12-12
4
5%
-
-
2019-12-10
4
5%
-
-
2019-10-02
4
5%
-
-
2019-12-17
40
55%
-
-
(Other)
87
market_value
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
42
(58%)
ZEROES:
---
MAX
45.0M
95%
22.0M
Q3
6.3M
AVG
5.9M
MEDIAN
2.7M
Q1
0.9M
5%
0.2M
MIN
0.0M
RANGE
45.0M
IQR
5.4M
STD
8.6M
VAR
74.1T
KURT.
8.20
SKEW
2.65
SUM
427.7M
88
value_2020
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
42
(58%)
ZEROES:
---
MAX
45.0M
95%
22.0M
Q3
6.3M
AVG
5.9M
MEDIAN
2.7M
Q1
0.9M
5%
0.2M
MIN
0.0M
RANGE
45.0M
IQR
5.4M
STD
8.6M
VAR
74.1T
KURT.
8.20
SKEW
2.65
SUM
427.7M
89
value_diff
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
43
(59%)
ZEROES:
---
MAX
67.5M
95%
13.5M
Q3
5.4M
AVG
5.0M
MEDIAN
2.0M
Q1
0.5M
5%
0.2M
MIN
0.1M
RANGE
67.4M
IQR
5.0M
STD
9.4M
VAR
88.3T
KURT.
27.9
SKEW
4.73
SUM
366.0M
90
value_cat
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
2
(3%)
91
pred
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
1
(1%)
92
real
VALUES:
73
(100%)
MISSING:
---
DISTINCT:
1
(1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Unnamed: 0
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
-0.85
CA
-0.73
Value
-0.51
Pen
-0.50
current_club_id
0.47
highest_market_value_in_gbp
-0.45
market_value_in_gbp
-0.44
value_2022
-0.44
market_value
-0.43
value_2020
-0.43
Wage
-0.43
Dri
-0.40
Vis
-0.38
Lon
-0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.67
Based
0.67
Age_2020
0.61
Tec
0.60
Pas
0.58
Bal
0.54
Best Role
0.51
Agi
0.51
Age
0.48
OtB
0.48
Fir
0.46
Best Pos
0.46
Cmp
0.45
Cnt
0.41
MOST FREQUENT VALUES
8792
1
1.4%
1841
1
1.4%
1844
1
1.4%
14127
1
1.4%
2072
1
1.4%
148
1
1.4%
6092
1
1.4%
2857
1
1.4%
1954
1
1.4%
4101
1
1.4%
2384
1
1.4%
8719
1
1.4%
834
1
1.4%
5822
1
1.4%
2338
1
1.4%
SMALLEST VALUES
95
1
1.4%
148
1
1.4%
199
1
1.4%
488
1
1.4%
495
1
1.4%
658
1
1.4%
831
1
1.4%
834
1
1.4%
850
1
1.4%
1039
1
1.4%
1043
1
1.4%
1189
1
1.4%
1266
1
1.4%
1313
1
1.4%
1759
1
1.4%
LARGEST VALUES
39697
1
1.4%
35614
1
1.4%
22634
1
1.4%
22055
1
1.4%
21634
1
1.4%
20518
1
1.4%
19597
1
1.4%
17970
1
1.4%
16097
1
1.4%
15880
1
1.4%
15734
1
1.4%
15377
1
1.4%
14127
1
1.4%
13541
1
1.4%
11193
1
1.4%
Name
MISSING:
---
1
1%
-
-
Dimitris Kourbelis
1
1%
-
-
Alfonso Pedraza
1
1%
-
-
André-Franck Zambo Anguissa
1
1%
-
-
Falaye Sacko
1
1%
-
-
Connor Goldson
1
1%
-
-
Youri Tielemans
1
1%
-
-
Majid Hosseini
1
1%
-
-
Dmitry Skopintsev
1
1%
-
-
Rubén García
1
1%
-
-
Pawel Dawidowicz
1
1%
-
-
Silvan Hefti
1
1%
-
-
Dan Burn
1
1%
-
-
Mohamed Elneny
1
1%
-
-
Grischa Prömel
1
1%
-
-
Raúl De Tomás
1
1%
-
-
Paolo Fernandes
1
1%
-
-
Aleksandar Pesic
1
1%
-
-
Sergiy Pet'ko
1
1%
-
-
China
1
1%
-
-
Iván Balliu
1
1%
-
-
André Ramalho
1
1%
-
-
Noë Dussenne
1
1%
-
-
Hans Vanaken
1
1%
-
-
Gérson
1
1%
-
-
Nuno Santos
1
1%
-
-
Daichi Kamada
1
1%
-
-
Silvan Widmer
1
1%
-
-
Lucas Silva
1
1%
-
-
Andreas Bouchalakis
1
1%
-
-
Sérgio Oliveira
1
1%
-
-
Emre Akbaba
1
1%
-
-
Danny Ings
1
1%
-
-
Sardar Azmoun
1
1%
-
-
Saba Lobzhanidze
1
1%
-
-
Halil Akbunar
1
1%
-
-
Patrick
1
1%
-
-
Yusuf Erdoğan
1
1%
-
-
Nino Galovic
1
1%
-
-
Rodrigo De Paul
1
1%
-
-
Joseph Attamah
1
1%
-
-
Lucas Áfrico
1
1%
-
-
Halil Ä°brahim Pehlivan
1
1%
-
-
Marvin Friedrich
1
1%
-
-
Fali
1
1%
-
-
Daniel Amartey
1
1%
-
-
Pedri
1
1%
-
-
Robert Andrich
1
1%
-
-
Abdelhamid Sabiri
1
1%
-
-
Sergio Reguilón
1
1%
-
-
Taylan Antalyalı
1
1%
-
-
Lucas Torró
1
1%
-
-
Anthony Lozano
1
1%
-
-
Jonathan Clauss
1
1%
-
-
Mason Holgate
1
1%
-
-
Federico Ceccherini
1
1%
-
-
Domenico Berardi
1
1%
-
-
Alexander Merkel
1
1%
-
-
Fredrik Aursnes
1
1%
-
-
Raphinha
1
1%
-
-
Patrik Schick
13
18%
-
-
(Other)
Position
MISSING:
---
10
14%
-
-
DM, M (C)
10
14%
-
-
D (C)
7
10%
-
-
ST (C)
5
7%
-
-
D/WB (L)
3
4%
-
-
M/AM (C)
3
4%
-
-
D (RC)
2
3%
-
-
D (C), DM, M (C)
2
3%
-
-
M/AM (RLC)
2
3%
-
-
DM, M/AM (C)
2
3%
-
-
D/WB/M/AM (L)
2
3%
-
-
D (C), DM
2
3%
-
-
M (L), AM (RL)
2
3%
-
-
D/WB (R)
1
1%
-
-
AM (C), ST (C)
1
1%
-
-
D (LC)
1
1%
-
-
M (RL), AM (RLC)
1
1%
-
-
D (RLC)
1
1%
-
-
AM (RC), ST (C)
1
1%
-
-
D/WB/M (R)
1
1%
-
-
M/AM (C), ST (C)
1
1%
-
-
DM, M/AM (LC)
1
1%
-
-
D (R)
1
1%
-
-
M/AM (RL)
1
1%
-
-
M (C), AM (RLC), ST (C)
1
1%
-
-
AM (RL)
1
1%
-
-
D/WB (R), DM
1
1%
-
-
M (LC), AM (RLC)
1
1%
-
-
M/AM (RC)
1
1%
-
-
AM (RLC), ST (C)
1
1%
-
-
D (RC), DM, M (C)
1
1%
-
-
M (C), AM (RLC)
1
1%
-
-
M (L), AM (LC)
1
1%
-
-
D/WB/M/AM (R)
1
1%
-
-
M (RC), AM (RLC)
Club
MISSING:
---
3
4%
-
-
Cádiz
3
4%
-
-
Union Berlin
2
3%
-
-
Osasuna
2
3%
-
-
Galatasaray
2
3%
-
-
Sassuolo
2
3%
-
-
Leicester
1
1%
-
-
Panathinaikos
1
1%
-
-
Rangers
1
1%
-
-
Marítimo
1
1%
-
-
Veres-Rivne
1
1%
-
-
Fulham
1
1%
-
-
Vit. Guimarães
1
1%
-
-
Dinamo Moscow
1
1%
-
-
Trabzonspor
1
1%
-
-
Olympiakos
1
1%
-
-
Verona
1
1%
-
-
St. Gallen
1
1%
-
-
Brighton
1
1%
-
-
Arsenal
1
1%
-
-
Almería
1
1%
-
-
Southampton
1
1%
-
-
Göztepe
1
1%
-
-
Ankaragücü
1
1%
-
-
Zenit
1
1%
-
-
Castellón
1
1%
-
-
FCP
1
1%
-
-
Grêmio
1
1%
-
-
FC RB Salzburg
1
1%
-
-
Basel
1
1%
-
-
Eintracht Frankfurt
1
1%
-
-
Rio Ave
1
1%
-
-
Flamengo
1
1%
-
-
Club Brugge
1
1%
-
-
Standard
1
1%
-
-
Espanyol
1
1%
-
-
Kasımpaşa
1
1%
-
-
Seoul
1
1%
-
-
HB China Fortune
1
1%
-
-
Everton
1
1%
-
-
RC Lens
1
1%
-
-
Tottenham
1
1%
-
-
SC Paderborn
1
1%
-
-
Barcelona
1
1%
-
-
Gençlerbirliği
1
1%
-
-
Estoril
1
1%
-
-
Kayserispor
1
1%
-
-
Fiorentina
1
1%
-
-
Heracles Almelo
1
1%
-
-
FC Bayern
1
1%
-
-
LASK
1
1%
-
-
Rubin
1
1%
-
-
Internacional
1
1%
-
-
Fenerbahçe
1
1%
-
-
Parma
1
1%
-
-
Fortuna Sittard
1
1%
-
-
Liverpool
1
1%
-
-
Molde
1
1%
-
-
Mallorca
1
1%
-
-
Real Betis
1
1%
-
-
Bayer 04
5
7%
-
-
(Other)
Division
MISSING:
---
TOP CATEGORIES
English Premier Division
10
14%
Spanish First Division
8
11%
Turkish Super League
7
10%
Bundesliga
7
10%
Italian Serie A
6
8%
Russian Premier League
4
5%
Portuguese Premier League
4
5%
Brazilian National First Division
3
4%
Spanish Second Division
3
4%
Greek Super League 1
2
3%
Swiss Super League
2
3%
Austrian Premier Division
2
3%
Eredivisie
2
3%
Turkish 1. League
2
3%
Belgian Pro League A
2
3%
Croatian First League
1
1%
Norwegian Premier Division
1
1%
(Other)
7
10%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Division
PROVIDES INFORMATION ON...
Based
1.00
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Ant
0.56
Best Role
0.54
Age_2020
0.53
Agi
0.51
Tec
0.50
Pas
0.50
Dec
0.50
OtB
0.50
Han
0.48

THESE FEATURES
GIVE INFORMATION
ON Division:
Based
1.00
Best Role
0.51
OtB
0.37
Tec
0.37
Agi
0.37
Best Pos
0.37
Ant
0.34
Pas
0.34
Acc
0.33
Dec
0.33
sub_position
0.32
Age
0.32
Bal
0.32
Tea
0.31

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
CORRELATION RATIO WITH...
Value
0.75
CA
0.73
player_id
0.73
current_club_id
0.73
Wage
0.70
Det
0.68
PA
0.67
Unnamed: 0
0.67
height_in_cm
0.66
Agg
0.66
fm_player_index
0.62
Height
0.62
Weight
0.60
Hea
0.60
Based
MISSING:
---
TOP CATEGORIES
England (Premier Division)
10
14%
Spain (First Division)
8
11%
Turkey (Super League)
7
10%
Germany (Bundesliga)
7
10%
Italy (Serie A)
6
8%
Russia (Premier League)
4
5%
Portugal (Premier League)
4
5%
Brazil (First Division)
3
4%
Spain (Second Division)
3
4%
Greece (Super League)
2
3%
Switzerland (Super League)
2
3%
Austria (Premier Division)
2
3%
Holland (Eredivisie)
2
3%
Turkey (1. League)
2
3%
Belgium (Pro League A)
2
3%
Croatia (First League)
1
1%
Norway (Premier Division)
1
1%
(Other)
7
10%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Based
PROVIDES INFORMATION ON...
Division
1.00
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Ant
0.56
Best Role
0.54
Age_2020
0.53
Agi
0.51
Tec
0.50
Pas
0.50
Dec
0.50
OtB
0.50
Han
0.48

THESE FEATURES
GIVE INFORMATION
ON Based:
Division
1.00
Best Role
0.51
OtB
0.37
Tec
0.37
Agi
0.37
Best Pos
0.37
Ant
0.34
Pas
0.34
Acc
0.33
Dec
0.33
sub_position
0.32
Age
0.32
Bal
0.32
Tea
0.31

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Based
CORRELATION RATIO WITH...
Value
0.75
CA
0.73
player_id
0.73
current_club_id
0.73
Wage
0.70
Det
0.68
PA
0.67
Unnamed: 0
0.67
height_in_cm
0.66
Agg
0.66
fm_player_index
0.62
Height
0.62
Weight
0.60
Hea
0.60
Nation
MISSING:
---
9
12%
-
-
ESP
8
11%
-
-
BRA
6
8%
-
-
TUR
5
7%
-
-
GER
4
5%
-
-
ENG
4
5%
-
-
BEL
3
4%
-
-
GRE
3
4%
-
-
POR
3
4%
-
-
RUS
2
3%
-
-
IRN
2
3%
-
-
ARG
2
3%
-
-
ITA
2
3%
-
-
GHA
2
3%
-
-
SUI
1
1%
-
-
UKR
1
1%
-
-
EGY
1
1%
-
-
CMR
1
1%
-
-
MLI
1
1%
-
-
ALB
1
1%
-
-
GEO
1
1%
-
-
POL
1
1%
-
-
NOR
1
1%
-
-
SRB
1
1%
-
-
CZE
1
1%
-
-
EQG
1
1%
-
-
CRO
1
1%
-
-
DEN
1
1%
-
-
AUT
1
1%
-
-
KAZ
1
1%
-
-
HON
1
1%
-
-
FRA
1
1%
-
-
JPN
Height
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
height_in_cm
0.90
Jum
0.89
Weight
0.82
Hea
0.75
Str
0.62
Dri
-0.51
Cro
-0.50
Cor
-0.45
Fla
-0.43
Bra
0.41
Ldr
0.38
Pos
0.36
Mar
0.35
Fre
-0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.72
Acc
0.69
Best Pos
0.67
sub_position
0.65
Agi
0.62
Division
0.62
Based
0.62
Tea
0.61
OtB
0.49
Tec
0.47
Fir
0.46
Pas
0.44
Bal
0.42
Dec
0.42
MOST FREQUENT VALUES
180
10
13.7%
183
8
11.0%
176
6
8.2%
179
4
5.5%
186
4
5.5%
182
4
5.5%
175
4
5.5%
191
3
4.1%
184
3
4.1%
181
3
4.1%
187
3
4.1%
178
3
4.1%
193
2
2.7%
189
2
2.7%
190
2
2.7%
SMALLEST VALUES
166
1
1.4%
170
2
2.7%
171
1
1.4%
172
1
1.4%
173
1
1.4%
174
1
1.4%
175
4
5.5%
176
6
8.2%
177
1
1.4%
178
3
4.1%
179
4
5.5%
180
10
13.7%
181
3
4.1%
182
4
5.5%
183
8
11.0%
LARGEST VALUES
201
1
1.4%
194
1
1.4%
193
2
2.7%
191
3
4.1%
190
2
2.7%
189
2
2.7%
188
1
1.4%
187
3
4.1%
186
4
5.5%
185
1
1.4%
184
3
4.1%
183
8
11.0%
182
4
5.5%
181
3
4.1%
180
10
13.7%
Weight
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Height
0.82
Jum
0.74
Hea
0.70
height_in_cm
0.68
Str
0.65
Cro
-0.56
Dri
-0.49
Cor
-0.43
Fla
-0.41
Bra
0.40
Mar
0.35
Ldr
0.35
Vis
-0.32
Fre
-0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.72
Best Pos
0.65
Agi
0.64
Acc
0.62
sub_position
0.61
Division
0.60
Based
0.60
Tea
0.52
Tec
0.46
Pas
0.46
Bal
0.43
Age
0.42
OtB
0.42
Fir
0.40
MOST FREQUENT VALUES
80
9
12.3%
70
6
8.2%
72
6
8.2%
74
5
6.8%
73
5
6.8%
79
4
5.5%
69
4
5.5%
77
4
5.5%
64
3
4.1%
87
3
4.1%
81
3
4.1%
78
3
4.1%
71
2
2.7%
67
2
2.7%
75
2
2.7%
SMALLEST VALUES
58
1
1.4%
61
1
1.4%
63
1
1.4%
64
3
4.1%
65
1
1.4%
67
2
2.7%
68
1
1.4%
69
4
5.5%
70
6
8.2%
71
2
2.7%
72
6
8.2%
73
5
6.8%
74
5
6.8%
75
2
2.7%
76
1
1.4%
LARGEST VALUES
91
1
1.4%
90
1
1.4%
87
3
4.1%
85
1
1.4%
84
1
1.4%
83
1
1.4%
82
1
1.4%
81
3
4.1%
80
9
12.3%
79
4
5.5%
78
3
4.1%
77
4
5.5%
76
1
1.4%
75
2
2.7%
74
5
6.8%
Age
MISSING:
---
TOP CATEGORIES
26
16
22%
24
15
21%
25
11
15%
27
10
14%
23
9
12%
22
8
11%
20
2
3%
16
1
1%
21
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Age
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.41
Division
0.32
Based
0.32
Ant
0.28
Tec
0.28
Sta
0.27
Best Role
0.27
Agi
0.26
Best Pos
0.26
Wor
0.25

THESE FEATURES
GIVE INFORMATION
ON Age:
Division
0.48
Based
0.48
Best Role
0.37
Tec
0.31
Best Pos
0.30
Agi
0.28
Sta
0.26
Ant
0.26
Wor
0.26
OtB
0.24
Fir
0.24
Age_2020
0.23
Bal
0.23
sub_position
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
CORRELATION RATIO WITH...
value_diff
0.83
player_id
0.66
market_value_in_gbp
0.65
value_2022
0.65
highest_market_value_in_gbp
0.64
PA
0.54
Tck
0.50
Fla
0.48
Unnamed: 0
0.48
Fin
0.45
CA
0.44
Dri
0.43
Hea
0.43
Agg
0.43
Preferred Foot
MISSING:
---
TOP CATEGORIES
Right
44
60%
Left
17
23%
Left Only
7
10%
Right Only
4
5%
Either
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Preferred Foot
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
foot
0.64
Best Pos
0.22
Age_2020
0.20
sub_position
0.19
Division
0.17
Based
0.17
Best Role
0.16
Sta
0.16
Ant
0.14
Dec
0.14

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:
foot
0.48
Best Pos
0.46
Division
0.45
Based
0.45
Best Role
0.41
sub_position
0.37
Sta
0.27
Dec
0.24
Ant
0.23
Tec
0.21
Pas
0.21
Age
0.21
Bal
0.21
Tea
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Preferred Foot
CORRELATION RATIO WITH...
Cor
0.47
Fin
0.46
Tck
0.46
Mar
0.45
Lon
0.42
Pos
0.42
Dri
0.41
Cro
0.40
player_id
0.40
Fre
0.40
Ldr
0.36
Fla
0.36
Weight
0.36
Jum
0.36
Best Pos
MISSING:
---
TOP CATEGORIES
D (C)
15
21%
M (C)
14
19%
D (R)
9
12%
ST (C)
8
11%
DM
6
8%
D (L)
5
7%
AM (R)
5
7%
AM (L)
3
4%
AM (C)
3
4%
M (L)
2
3%
WB (L)
2
3%
M (R)
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Best Pos
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
sub_position
0.71
Best Role
0.66
position
0.64
Preferred Foot
0.46
foot
0.44
Fir
0.43
Age_2020
0.40
Tea
0.39
Division
0.37
Based
0.37

THESE FEATURES
GIVE INFORMATION
ON Best Pos:
Best Role
0.80
sub_position
0.66
Division
0.47
Based
0.47
Fir
0.39
Tea
0.34
OtB
0.34
Tec
0.33
position
0.30
Pas
0.30
Agi
0.30
Wor
0.29
Cmp
0.28
Nat
0.27

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Pos
CORRELATION RATIO WITH...
Pos
0.89
Mar
0.88
Tck
0.87
Fin
0.83
Dri
0.81
Cor
0.79
Hea
0.79
L Th
0.78
Cro
0.77
Lon
0.75
Pen
0.75
Str
0.74
Jum
0.74
Vis
0.73
Best Role
MISSING:
---
TOP CATEGORIES
IW
9
12%
FB
8
11%
CD
8
11%
DLP
7
10%
WB
6
8%
AF
5
7%
AP
5
7%
BPD
4
5%
BBM
4
5%
NCB
3
4%
BWM
3
4%
PF
2
3%
AM
2
3%
W
2
3%
CM
1
1%
TM
1
1%
CWB
1
1%
(Other)
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Best Role
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Pos
0.80
sub_position
0.66
position
0.64
Fir
0.56
Tec
0.55
Division
0.51
Based
0.51
Agi
0.51
Pas
0.50
Sta
0.50

THESE FEATURES
GIVE INFORMATION
ON Best Role:
Best Pos
0.66
Division
0.54
Based
0.54
sub_position
0.50
Tec
0.43
Fir
0.42
Agi
0.39
OtB
0.37
Acc
0.37
Pas
0.36
Tea
0.36
Cmp
0.34
Sta
0.34
Wor
0.32

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
CORRELATION RATIO WITH...
Mar
0.92
Pos
0.92
Fin
0.89
Tck
0.88
Vis
0.87
Dri
0.85
Fla
0.82
Cor
0.82
L Th
0.82
Cro
0.81
Lon
0.81
Fre
0.80
Pen
0.80
Hea
0.79
Value
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CA
0.85
Wage
0.83
PA
0.79
market_value
0.76
value_2020
0.76
highest_market_value_in_gbp
0.67
market_value_in_gbp
0.67
value_2022
0.67
Unnamed: 0
-0.51
Pen
0.48
Vis
0.45
Dri
0.40
Fre
0.33
value_diff
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.75
Based
0.75
Cmp
0.61
Pas
0.61
Tec
0.61
Fir
0.60
OtB
0.53
Dec
0.50
Best Role
0.49
Best Pos
0.48
Agi
0.45
Age
0.42
Ant
0.41
Bal
0.40
MOST FREQUENT VALUES
2700000
3
4.1%
3400000
3
4.1%
1900000
3
4.1%
22500000
2
2.7%
9500000
2
2.7%
8000000
2
2.7%
11500000
2
2.7%
1300000
2
2.7%
675000
2
2.7%
4400000
2
2.7%
2200000
2
2.7%
6500000
2
2.7%
700000
1
1.4%
2800000
1
1.4%
1700000
1
1.4%
SMALLEST VALUES
66000
1
1.4%
225000
1
1.4%
400000
1
1.4%
475000
1
1.4%
525000
1
1.4%
550000
1
1.4%
575000
1
1.4%
675000
2
2.7%
700000
1
1.4%
725000
1
1.4%
825000
1
1.4%
925000
1
1.4%
1000000
1
1.4%
1100000
1
1.4%
1200000
1
1.4%
LARGEST VALUES
42500000
1
1.4%
37000000
1
1.4%
32000000
1
1.4%
29500000
1
1.4%
28500000
1
1.4%
26500000
1
1.4%
22500000
2
2.7%
21500000
1
1.4%
19000000
1
1.4%
17250000
1
1.4%
17000000
1
1.4%
14250000
1
1.4%
13250000
1
1.4%
11500000
2
2.7%
11250000
1
1.4%
Wage
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Value
0.83
market_value
0.79
value_2020
0.79
PA
0.71
CA
0.71
highest_market_value_in_gbp
0.64
market_value_in_gbp
0.63
value_2022
0.63
Unnamed: 0
-0.43
Pen
0.39
Dri
0.31
Vis
0.30
Det
0.28
Cro
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.70
Based
0.70
Cmp
0.61
OtB
0.54
Wor
0.53
Pas
0.51
Sta
0.46
Tec
0.46
Pac
0.46
Fir
0.45
Age
0.42
Best Pos
0.41
Bal
0.41
Best Role
0.40
MOST FREQUENT VALUES
9750
3
4.1%
7500
2
2.7%
12250
2
2.7%
17750
2
2.7%
28000
2
2.7%
75000
2
2.7%
18500
2
2.7%
1300
2
2.7%
24500
2
2.7%
9500
2
2.7%
7250
2
2.7%
25000
2
2.7%
21500
2
2.7%
9250
2
2.7%
120000
2
2.7%
SMALLEST VALUES
140
1
1.4%
475
1
1.4%
725
1
1.4%
1100
1
1.4%
1300
2
2.7%
1700
1
1.4%
1800
1
1.4%
2700
1
1.4%
3200
1
1.4%
4100
1
1.4%
4200
1
1.4%
4300
1
1.4%
4900
1
1.4%
5000
1
1.4%
6000
1
1.4%
LARGEST VALUES
135000
1
1.4%
120000
2
2.7%
86000
1
1.4%
75000
2
2.7%
67000
1
1.4%
65000
1
1.4%
58000
1
1.4%
55000
1
1.4%
50000
1
1.4%
43000
1
1.4%
34500
1
1.4%
32500
1
1.4%
31500
1
1.4%
30500
1
1.4%
30000
1
1.4%
CA
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
0.86
Value
0.85
Unnamed: 0
-0.73
highest_market_value_in_gbp
0.72
market_value
0.72
value_2020
0.72
market_value_in_gbp
0.72
value_2022
0.72
Wage
0.71
Vis
0.57
Pen
0.56
Dri
0.51
Fin
0.43
value_diff
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.73
Based
0.73
Pas
0.68
Tec
0.66
Fir
0.65
Cmp
0.63
Best Role
0.61
Dec
0.58
Best Pos
0.57
OtB
0.57
Agi
0.48
Age_2020
0.46
sub_position
0.45
Ant
0.45
MOST FREQUENT VALUES
120
6
8.2%
122
5
6.8%
138
4
5.5%
126
4
5.5%
132
3
4.1%
134
3
4.1%
128
3
4.1%
135
3
4.1%
130
3
4.1%
119
3
4.1%
123
3
4.1%
127
2
2.7%
139
2
2.7%
145
2
2.7%
121
2
2.7%
SMALLEST VALUES
99
1
1.4%
106
1
1.4%
110
2
2.7%
111
2
2.7%
112
1
1.4%
114
1
1.4%
115
1
1.4%
116
1
1.4%
117
1
1.4%
118
2
2.7%
119
3
4.1%
120
6
8.2%
121
2
2.7%
122
5
6.8%
123
3
4.1%
LARGEST VALUES
154
1
1.4%
151
1
1.4%
150
2
2.7%
148
1
1.4%
145
2
2.7%
144
1
1.4%
142
1
1.4%
140
1
1.4%
139
2
2.7%
138
4
5.5%
137
1
1.4%
136
1
1.4%
135
3
4.1%
134
3
4.1%
132
3
4.1%
PA
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CA
0.86
Unnamed: 0
-0.85
Value
0.79
highest_market_value_in_gbp
0.74
market_value_in_gbp
0.74
value_2022
0.74
Wage
0.71
market_value
0.70
value_2020
0.70
Pen
0.54
value_diff
0.47
Vis
0.47
Dri
0.45
Fin
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.67
Based
0.67
Tec
0.66
Fir
0.61
Pas
0.59
Agi
0.55
Age
0.54
Cmp
0.54
OtB
0.53
Best Role
0.50
Dec
0.46
Age_2020
0.45
Best Pos
0.45
sub_position
0.41
MOST FREQUENT VALUES
145
7
9.6%
130
5
6.8%
140
4
5.5%
125
4
5.5%
132
4
5.5%
120
4
5.5%
135
3
4.1%
136
3
4.1%
150
3
4.1%
146
3
4.1%
155
3
4.1%
152
2
2.7%
139
2
2.7%
142
2
2.7%
138
2
2.7%
SMALLEST VALUES
110
1
1.4%
111
1
1.4%
119
1
1.4%
120
4
5.5%
122
1
1.4%
124
2
2.7%
125
4
5.5%
128
2
2.7%
129
1
1.4%
130
5
6.8%
131
2
2.7%
132
4
5.5%
134
1
1.4%
135
3
4.1%
136
3
4.1%
LARGEST VALUES
173
1
1.4%
170
1
1.4%
168
1
1.4%
160
2
2.7%
157
1
1.4%
155
3
4.1%
152
2
2.7%
150
3
4.1%
147
2
2.7%
146
3
4.1%
145
7
9.6%
144
1
1.4%
142
2
2.7%
140
4
5.5%
139
2
2.7%
Wor
MISSING:
---
TOP CATEGORIES
14
17
23%
15
16
22%
13
12
16%
16
10
14%
12
7
10%
11
4
5%
10
4
5%
17
2
3%
18
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Wor
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.32
Sta
0.31
Tea
0.30
Division
0.29
Based
0.29
Best Pos
0.29
Agi
0.26
Age
0.26
Bal
0.25
Age_2020
0.25

THESE FEATURES
GIVE INFORMATION
ON Wor:
Best Role
0.45
Division
0.43
Based
0.43
Best Pos
0.33
Tea
0.31
Sta
0.30
Agi
0.28
Bal
0.26
Age
0.25
sub_position
0.25
Tec
0.24
Acc
0.22
Pac
0.22
OtB
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Wor
CORRELATION RATIO WITH...
Agg
0.63
market_value
0.56
value_2020
0.56
Wage
0.53
Tck
0.51
Det
0.50
Pos
0.49
Mar
0.48
player_id
0.47
highest_market_value_in_gbp
0.47
market_value_in_gbp
0.45
value_2022
0.45
Ldr
0.44
Bra
0.43
Vis
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Dri
0.69
Fre
0.68
Pen
0.68
Fla
0.65
Lon
0.64
Cro
0.63
Cor
0.60
Fin
0.59
CA
0.57
Mar
-0.55
Bra
-0.49
PA
0.47
highest_market_value_in_gbp
0.46
Value
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.87
Pas
0.85
Tec
0.84
Fir
0.77
Best Pos
0.73
sub_position
0.73
OtB
0.66
Dec
0.62
Cmp
0.59
Agi
0.55
position
0.54
Division
0.47
Based
0.47
Age
0.39
MOST FREQUENT VALUES
11
13
17.8%
10
12
16.4%
14
8
11.0%
9
7
9.6%
12
7
9.6%
13
7
9.6%
15
7
9.6%
8
5
6.8%
16
4
5.5%
17
2
2.7%
6
1
1.4%
SMALLEST VALUES
6
1
1.4%
8
5
6.8%
9
7
9.6%
10
12
16.4%
11
13
17.8%
12
7
9.6%
13
7
9.6%
14
8
11.0%
15
7
9.6%
16
4
5.5%
17
2
2.7%
LARGEST VALUES
17
2
2.7%
16
4
5.5%
15
7
9.6%
14
8
11.0%
13
7
9.6%
12
7
9.6%
11
13
17.8%
10
12
16.4%
9
7
9.6%
8
5
6.8%
6
1
1.4%
Thr
MISSING:
---
TOP CATEGORIES
2
27
37%
1
24
33%
3
20
27%
4
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Thr
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.15
Based
0.15
Sta
0.14
Best Pos
0.14
Best Role
0.13
Preferred Foot
0.11
sub_position
0.10
Agi
0.10
Pac
0.09
OtB
0.09

THESE FEATURES
GIVE INFORMATION
ON Thr:
Division
0.36
Based
0.36
Best Role
0.29
Best Pos
0.26
Sta
0.21
sub_position
0.18
Agi
0.17
OtB
0.17
Pac
0.15
Tea
0.14
Bal
0.14
Pas
0.14
Tec
0.13
Ant
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Thr
CORRELATION RATIO WITH...
Pos
0.28
value_diff
0.28
Cor
0.28
Cro
0.27
Str
0.25
L Th
0.24
Agg
0.24
Hea
0.23
Fre
0.21
highest_market_value_in_gbp
0.21
market_value_in_gbp
0.21
value_2022
0.21
height_in_cm
0.19
Mar
0.19
Tec
MISSING:
---
TOP CATEGORIES
13
15
21%
14
12
16%
11
11
15%
12
9
12%
16
8
11%
15
7
10%
10
5
7%
9
3
4%
7
2
3%
17
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Tec
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.43
Fir
0.42
Division
0.37
Based
0.37
Pas
0.37
Agi
0.34
Best Pos
0.33
sub_position
0.32
Age_2020
0.31
Age
0.31

THESE FEATURES
GIVE INFORMATION
ON Tec:
Best Role
0.55
Division
0.50
Based
0.50
Fir
0.41
Best Pos
0.34
Pas
0.34
Agi
0.33
sub_position
0.31
OtB
0.30
Age
0.28
Bal
0.26
Cmp
0.26
Acc
0.23
Dec
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Tec
CORRELATION RATIO WITH...
Vis
0.84
Dri
0.80
Fla
0.76
Pen
0.73
current_club_id
0.69
Pos
0.69
Mar
0.67
Fre
0.67
CA
0.66
PA
0.66
Lon
0.65
Cor
0.64
Fin
0.63
Cro
0.62
Tea
MISSING:
---
TOP CATEGORIES
13
25
34%
14
12
16%
16
11
15%
15
6
8%
12
4
5%
9
4
5%
11
4
5%
17
3
4%
10
3
4%
18
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Tea
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.36
Best Pos
0.34
Division
0.31
Based
0.31
Wor
0.31
sub_position
0.30
Agi
0.30
Age_2020
0.29
Fir
0.27
position
0.26

THESE FEATURES
GIVE INFORMATION
ON Tea:
Best Role
0.49
Division
0.46
Based
0.46
Best Pos
0.39
sub_position
0.32
Agi
0.31
Wor
0.30
Fir
0.28
Acc
0.27
Bal
0.26
Tec
0.25
Sta
0.24
OtB
0.24
Nat
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Tea
CORRELATION RATIO WITH...
Tck
0.69
Pos
0.68
Mar
0.67
Height
0.61
Str
0.61
Jum
0.59
Fla
0.58
value_diff
0.58
Hea
0.57
Ldr
0.56
Fin
0.53
Weight
0.52
height_in_cm
0.51
Agg
0.50
Tck
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mar
0.87
Pos
0.84
Fin
-0.69
Bra
0.63
Fla
-0.60
Dri
-0.57
Lon
-0.53
Pen
-0.51
L Th
0.51
Cor
-0.46
Fre
-0.44
Vis
-0.43
Cro
-0.42
Str
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.88
Best Pos
0.87
Tea
0.69
Sta
0.67
sub_position
0.66
Tec
0.61
position
0.56
Division
0.55
Based
0.55
OtB
0.55
Agi
0.52
Wor
0.51
Fir
0.51
Age
0.50
MOST FREQUENT VALUES
14
15
20.5%
13
14
19.2%
12
8
11.0%
7
7
9.6%
15
7
9.6%
10
5
6.8%
8
4
5.5%
9
4
5.5%
5
2
2.7%
11
2
2.7%
6
1
1.4%
4
1
1.4%
16
1
1.4%
3
1
1.4%
17
1
1.4%
SMALLEST VALUES
3
1
1.4%
4
1
1.4%
5
2
2.7%
6
1
1.4%
7
7
9.6%
8
4
5.5%
9
4
5.5%
10
5
6.8%
11
2
2.7%
12
8
11.0%
13
14
19.2%
14
15
20.5%
15
7
9.6%
16
1
1.4%
17
1
1.4%
LARGEST VALUES
17
1
1.4%
16
1
1.4%
15
7
9.6%
14
15
20.5%
13
14
19.2%
12
8
11.0%
11
2
2.7%
10
5
6.8%
9
4
5.5%
8
4
5.5%
7
7
9.6%
6
1
1.4%
5
2
2.7%
4
1
1.4%
3
1
1.4%
Str
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Hea
0.76
Jum
0.72
Weight
0.65
Height
0.62
Cor
-0.61
height_in_cm
0.60
Cro
-0.55
Bra
0.54
Pos
0.52
Fla
-0.51
Mar
0.48
Dri
-0.47
Tck
0.41
Fre
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.78
Best Pos
0.74
sub_position
0.68
Bal
0.61
Tea
0.61
Acc
0.59
Agi
0.59
Division
0.57
Based
0.57
Tec
0.56
Fir
0.49
OtB
0.48
Ant
0.44
Sta
0.44
MOST FREQUENT VALUES
14
12
16.4%
13
12
16.4%
10
11
15.1%
12
10
13.7%
15
8
11.0%
9
6
8.2%
7
6
8.2%
11
4
5.5%
8
2
2.7%
18
1
1.4%
16
1
1.4%
SMALLEST VALUES
7
6
8.2%
8
2
2.7%
9
6
8.2%
10
11
15.1%
11
4
5.5%
12
10
13.7%
13
12
16.4%
14
12
16.4%
15
8
11.0%
16
1
1.4%
18
1
1.4%
LARGEST VALUES
18
1
1.4%
16
1
1.4%
15
8
11.0%
14
12
16.4%
13
12
16.4%
12
10
13.7%
11
4
5.5%
10
11
15.1%
9
6
8.2%
8
2
2.7%
7
6
8.2%
Sta
MISSING:
---
TOP CATEGORIES
14
23
32%
13
18
25%
15
10
14%
11
7
10%
12
7
10%
16
3
4%
18
2
3%
17
1
1%
9
1
1%
10
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sta
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.34
Wor
0.30
Division
0.29
Based
0.29
Pas
0.27
Preferred Foot
0.27
Best Pos
0.26
Age
0.26
Tea
0.24
Age_2020
0.24

THESE FEATURES
GIVE INFORMATION
ON Sta:
Best Role
0.50
Division
0.46
Based
0.46
Best Pos
0.32
Wor
0.31
Pas
0.29
Age
0.27
Tec
0.26
Tea
0.26
Nat
0.25
Agi
0.25
OtB
0.24
Bal
0.23
sub_position
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sta
CORRELATION RATIO WITH...
Tck
0.67
Bra
0.62
Pos
0.59
Mar
0.56
Fla
0.49
market_value
0.47
value_2020
0.47
Fre
0.47
Wage
0.46
player_id
0.46
Agg
0.46
Ldr
0.45
Fin
0.44
Str
0.44
TRO
MISSING:
---
TOP CATEGORIES
3
31
42%
2
24
33%
1
17
23%
4
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TRO
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.15
Based
0.15
Tea
0.13
Dec
0.11
Best Role
0.10
Agi
0.10
Bal
0.09
Pas
0.09
Age_2020
0.09
Ant
0.09

THESE FEATURES
GIVE INFORMATION
ON TRO:
Division
0.38
Based
0.38
Best Role
0.24
Tea
0.22
Agi
0.18
Dec
0.18
Bal
0.16
Pas
0.16
Acc
0.14
Fir
0.14
Sta
0.14
Best Pos
0.14
Cmp
0.14
OtB
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TRO
CORRELATION RATIO WITH...
Bra
0.30
Vis
0.30
L Th
0.29
Ldr
0.28
Tck
0.28
Pos
0.26
Mar
0.25
Dri
0.24
Fla
0.22
CA
0.21
PA
0.20
Value
0.20
Fre
0.19
Unnamed: 0
0.19
Ref
MISSING:
---
TOP CATEGORIES
3
27
37%
2
23
32%
1
18
25%
4
5
7%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ref
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.18
Based
0.18
Best Role
0.15
Cmp
0.15
Preferred Foot
0.14
Age_2020
0.13
Tec
0.12
Com
0.11
Dec
0.11
Acc
0.11

THESE FEATURES
GIVE INFORMATION
ON Ref:
Division
0.40
Based
0.40
Best Role
0.33
Cmp
0.22
Tec
0.20
Best Pos
0.18
Acc
0.17
Agi
0.17
Dec
0.16
Wor
0.16
Tea
0.15
Sta
0.15
Fir
0.14
Nat
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ref
CORRELATION RATIO WITH...
player_id
0.38
value_diff
0.30
current_club_id
0.27
Vis
0.26
Value
0.25
Lon
0.25
Ldr
0.23
fm_player_index
0.23
CA
0.22
PA
0.22
Fla
0.20
Fre
0.20
Agg
0.20
Wage
0.18
Pun
MISSING:
---
TOP CATEGORIES
2
26
36%
3
25
34%
1
20
27%
4
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pun
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.19
Age
0.15
Best Pos
0.14
Ant
0.13
Nat
0.13
Age_2020
0.13
Tec
0.12
Bal
0.12
Pas
0.12
Division
0.12

THESE FEATURES
GIVE INFORMATION
ON Pun:
Best Role
0.43
Division
0.29
Based
0.29
Best Pos
0.27
Age
0.24
Tec
0.22
Acc
0.20
Nat
0.20
Bal
0.20
Pas
0.20
OtB
0.20
Ant
0.20
Agi
0.19
Fir
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pun
CORRELATION RATIO WITH...
Vis
0.37
Agg
0.31
Det
0.29
Fre
0.25
Cor
0.24
Bra
0.24
CA
0.23
fm_player_index
0.22
Fin
0.22
Fla
0.22
L Th
0.21
value_diff
0.20
Dri
0.19
Mar
0.19
Pos
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mar
0.91
Tck
0.84
Fla
-0.66
Dri
-0.65
Fin
-0.64
Bra
0.54
Lon
-0.54
Str
0.52
L Th
0.51
Cor
-0.46
Fre
-0.45
Jum
0.44
Hea
0.43
Vis
-0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.92
Best Pos
0.89
sub_position
0.75
Tec
0.69
Tea
0.68
position
0.63
Division
0.59
Based
0.59
Sta
0.59
Agi
0.58
OtB
0.55
Fir
0.50
Wor
0.49
Acc
0.49
MOST FREQUENT VALUES
13
17
23.3%
14
9
12.3%
11
8
11.0%
12
8
11.0%
7
6
8.2%
10
6
8.2%
6
4
5.5%
9
4
5.5%
8
4
5.5%
5
3
4.1%
15
3
4.1%
16
1
1.4%
SMALLEST VALUES
5
3
4.1%
6
4
5.5%
7
6
8.2%
8
4
5.5%
9
4
5.5%
10
6
8.2%
11
8
11.0%
12
8
11.0%
13
17
23.3%
14
9
12.3%
15
3
4.1%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
15
3
4.1%
14
9
12.3%
13
17
23.3%
12
8
11.0%
11
8
11.0%
10
6
8.2%
9
4
5.5%
8
4
5.5%
7
6
8.2%
6
4
5.5%
5
3
4.1%
Pen
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Lon
0.71
Fre
0.71
Vis
0.68
Fin
0.64
Fla
0.63
Dri
0.61
Cor
0.58
Mar
-0.56
CA
0.56
PA
0.54
Cro
0.53
Tck
-0.51
Unnamed: 0
-0.50
Value
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.80
Best Pos
0.75
Tec
0.73
Fir
0.72
OtB
0.70
sub_position
0.60
Pas
0.57
Cmp
0.51
Division
0.50
Based
0.50
Agi
0.50
position
0.49
Tea
0.48
Sta
0.44
MOST FREQUENT VALUES
8
12
16.4%
12
11
15.1%
13
8
11.0%
10
7
9.6%
9
7
9.6%
7
6
8.2%
6
5
6.8%
11
5
6.8%
14
4
5.5%
15
3
4.1%
5
3
4.1%
4
1
1.4%
3
1
1.4%
SMALLEST VALUES
3
1
1.4%
4
1
1.4%
5
3
4.1%
6
5
6.8%
7
6
8.2%
8
12
16.4%
9
7
9.6%
10
7
9.6%
11
5
6.8%
12
11
15.1%
13
8
11.0%
14
4
5.5%
15
3
4.1%
LARGEST VALUES
15
3
4.1%
14
4
5.5%
13
8
11.0%
12
11
15.1%
11
5
6.8%
10
7
9.6%
9
7
9.6%
8
12
16.4%
7
6
8.2%
6
5
6.8%
5
3
4.1%
4
1
1.4%
3
1
1.4%
Pas
MISSING:
---
TOP CATEGORIES
12
22
30%
13
12
16%
11
10
14%
14
10
14%
15
7
10%
10
5
7%
16
3
4%
9
2
3%
17
1
1%
8
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pas
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.36
Tec
0.34
Division
0.34
Based
0.34
sub_position
0.32
position
0.31
Fir
0.31
Best Pos
0.30
Sta
0.29
Dec
0.29

THESE FEATURES
GIVE INFORMATION
ON Pas:
Best Role
0.50
Division
0.50
Based
0.50
Tec
0.37
Best Pos
0.34
sub_position
0.34
Fir
0.33
Dec
0.28
Acc
0.28
OtB
0.28
Cmp
0.28
Sta
0.27
Bal
0.24
Tea
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pas
CORRELATION RATIO WITH...
Vis
0.85
Fre
0.69
CA
0.68
current_club_id
0.67
Dri
0.67
Cor
0.65
Cro
0.61
Value
0.61
Lon
0.60
PA
0.59
market_value_in_gbp
0.59
value_2022
0.59
highest_market_value_in_gbp
0.58
Unnamed: 0
0.58
Pac
MISSING:
---
TOP CATEGORIES
13
18
25%
12
15
21%
14
14
19%
11
10
14%
15
8
11%
16
4
5%
10
2
3%
9
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pac
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Acc
0.35
Best Role
0.29
Division
0.28
Based
0.28
Best Pos
0.26
Ant
0.25
Bal
0.23
Tec
0.23
sub_position
0.23
Pas
0.22

THESE FEATURES
GIVE INFORMATION
ON Pac:
Division
0.44
Based
0.44
Best Role
0.42
Acc
0.39
Best Pos
0.32
Tec
0.26
sub_position
0.25
Bal
0.25
Fir
0.24
Pas
0.24
Agi
0.23
Ant
0.23
Wor
0.23
OtB
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pac
CORRELATION RATIO WITH...
Wage
0.46
Bra
0.42
market_value
0.40
value_2020
0.40
Pos
0.39
height_in_cm
0.37
Value
0.36
highest_market_value_in_gbp
0.35
L Th
0.35
Height
0.34
Ldr
0.33
Hea
0.33
Mar
0.33
market_value_in_gbp
0.33
1v1
MISSING:
---
TOP CATEGORIES
1
25
34%
3
24
33%
2
21
29%
4
3
4%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
1v1
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.14
Dec
0.13
Division
0.13
Based
0.13
Pac
0.12
Agi
0.12
Pas
0.11
Preferred Foot
0.11
Bal
0.11
Best Pos
0.11

THESE FEATURES
GIVE INFORMATION
ON 1v1:
Best Role
0.31
Division
0.30
Based
0.30
Dec
0.20
Agi
0.20
Best Pos
0.19
Pac
0.18
Pas
0.18
Tec
0.17
Bal
0.17
sub_position
0.16
Acc
0.16
OtB
0.14
Cmp
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
1v1
CORRELATION RATIO WITH...
Ldr
0.37
Fre
0.29
Hea
0.27
Cor
0.26
Fla
0.25
PA
0.24
Unnamed: 0
0.24
Jum
0.23
Cro
0.22
Pen
0.22
current_club_id
0.22
Dri
0.21
Pos
0.21
Weight
0.20
OtB
MISSING:
---
TOP CATEGORIES
14
15
21%
13
13
18%
12
10
14%
8
9
12%
9
7
10%
15
6
8%
16
4
5%
11
3
4%
7
3
4%
10
3
4%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OtB
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.37
Division
0.37
Based
0.37
sub_position
0.35
Best Pos
0.34
Agi
0.31
Age_2020
0.31
Tec
0.30
Dec
0.28
Pas
0.28

THESE FEATURES
GIVE INFORMATION
ON OtB:
Division
0.50
Based
0.50
Best Role
0.47
Best Pos
0.35
sub_position
0.34
Tec
0.30
Agi
0.30
Fir
0.26
Pas
0.25
Acc
0.25
Dec
0.24
Bal
0.22
Age
0.22
Tea
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OtB
CORRELATION RATIO WITH...
Fin
0.73
Dri
0.73
Pen
0.70
Cro
0.67
Vis
0.66
Lon
0.65
Fre
0.65
Fla
0.64
Mar
0.61
market_value
0.61
value_2020
0.61
Ldr
0.60
Cor
0.60
CA
0.57
Nat
MISSING:
---
TOP CATEGORIES
14
19
26%
13
16
22%
12
13
18%
15
11
15%
11
5
7%
16
4
5%
10
2
3%
6
1
1%
18
1
1%
9
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Nat
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.30
Based
0.30
Best Role
0.30
Age_2020
0.28
Acc
0.28
Best Pos
0.27
Fir
0.25
Sta
0.25
Tea
0.23
Dec
0.23

THESE FEATURES
GIVE INFORMATION
ON Nat:
Division
0.45
Based
0.45
Best Role
0.42
Best Pos
0.32
Acc
0.30
Fir
0.27
Agi
0.25
Tea
0.24
Sta
0.24
sub_position
0.24
Tec
0.23
Dec
0.23
OtB
0.23
Bal
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Nat
CORRELATION RATIO WITH...
Str
0.42
L Th
0.42
player_id
0.42
Cro
0.40
Fre
0.40
Tck
0.39
Agg
0.39
Hea
0.38
Cor
0.37
Det
0.37
Ldr
0.36
Bra
0.36
Pen
0.36
Weight
0.36
Mar
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Pos
0.91
Tck
0.87
Fla
-0.71
Dri
-0.68
Fin
-0.68
Bra
0.60
Lon
-0.60
Pen
-0.56
Cor
-0.56
Vis
-0.55
L Th
0.53
Fre
-0.51
Cro
-0.51
Str
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.92
Best Pos
0.88
sub_position
0.77
Tec
0.67
Tea
0.67
position
0.66
OtB
0.61
Agi
0.59
Fir
0.59
Sta
0.56
Division
0.56
Based
0.56
Wor
0.48
Bal
0.47
MOST FREQUENT VALUES
13
14
19.2%
12
10
13.7%
14
10
13.7%
8
7
9.6%
10
7
9.6%
5
6
8.2%
6
4
5.5%
4
4
5.5%
9
3
4.1%
7
3
4.1%
11
2
2.7%
15
2
2.7%
3
1
1.4%
SMALLEST VALUES
3
1
1.4%
4
4
5.5%
5
6
8.2%
6
4
5.5%
7
3
4.1%
8
7
9.6%
9
3
4.1%
10
7
9.6%
11
2
2.7%
12
10
13.7%
13
14
19.2%
14
10
13.7%
15
2
2.7%
LARGEST VALUES
15
2
2.7%
14
10
13.7%
13
14
19.2%
12
10
13.7%
11
2
2.7%
10
7
9.6%
9
3
4.1%
8
7
9.6%
7
3
4.1%
6
4
5.5%
5
6
8.2%
4
4
5.5%
3
1
1.4%
L Th
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mar
0.53
Tck
0.51
Pos
0.51
Fin
-0.44
Fla
-0.41
Bra
0.39
Fre
-0.37
Vis
-0.37
Dri
-0.34
Pen
-0.32
Cor
-0.31
Lon
-0.30
Value
-0.25
PA
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.82
Best Pos
0.78
sub_position
0.67
Tec
0.61
Fir
0.58
position
0.57
Division
0.52
Based
0.52
Agi
0.45
Pas
0.42
Nat
0.42
Tea
0.41
Sta
0.41
Dec
0.41
MOST FREQUENT VALUES
10
11
15.1%
8
8
11.0%
6
8
11.0%
3
7
9.6%
5
7
9.6%
7
6
8.2%
9
6
8.2%
13
5
6.8%
11
4
5.5%
12
3
4.1%
4
3
4.1%
14
2
2.7%
2
2
2.7%
16
1
1.4%
SMALLEST VALUES
2
2
2.7%
3
7
9.6%
4
3
4.1%
5
7
9.6%
6
8
11.0%
7
6
8.2%
8
8
11.0%
9
6
8.2%
10
11
15.1%
11
4
5.5%
12
3
4.1%
13
5
6.8%
14
2
2.7%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
14
2
2.7%
13
5
6.8%
12
3
4.1%
11
4
5.5%
10
11
15.1%
9
6
8.2%
8
8
11.0%
7
6
8.2%
6
8
11.0%
5
7
9.6%
4
3
4.1%
3
7
9.6%
2
2
2.7%
Lon
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Pen
0.71
Fre
0.70
Fin
0.69
Dri
0.68
Cor
0.65
Vis
0.64
Mar
-0.60
Fla
0.57
Cro
0.54
Pos
-0.54
Tck
-0.53
CA
0.42
height_in_cm
-0.40
Jum
-0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.81
Best Pos
0.75
sub_position
0.74
OtB
0.65
Tec
0.65
position
0.64
Pas
0.60
Fir
0.59
Division
0.56
Based
0.56
Agi
0.46
Cmp
0.45
Preferred Foot
0.42
Tea
0.42
MOST FREQUENT VALUES
13
10
13.7%
11
10
13.7%
10
9
12.3%
14
9
12.3%
8
8
11.0%
12
6
8.2%
9
5
6.8%
5
4
5.5%
15
4
5.5%
6
3
4.1%
7
2
2.7%
4
1
1.4%
3
1
1.4%
16
1
1.4%
SMALLEST VALUES
3
1
1.4%
4
1
1.4%
5
4
5.5%
6
3
4.1%
7
2
2.7%
8
8
11.0%
9
5
6.8%
10
9
12.3%
11
10
13.7%
12
6
8.2%
13
10
13.7%
14
9
12.3%
15
4
5.5%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
15
4
5.5%
14
9
12.3%
13
10
13.7%
12
6
8.2%
11
10
13.7%
10
9
12.3%
9
5
6.8%
8
8
11.0%
7
2
2.7%
6
3
4.1%
5
4
5.5%
4
1
1.4%
3
1
1.4%
Ldr
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Pos
0.43
Dri
-0.43
Mar
0.40
Jum
0.39
Height
0.38
Hea
0.38
Fla
-0.38
Tck
0.37
Weight
0.35
Det
0.33
Bra
0.30
height_in_cm
0.27
Str
0.27
Cro
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.61
OtB
0.60
Division
0.60
Based
0.60
Best Pos
0.59
Tea
0.56
Agi
0.50
sub_position
0.48
Sta
0.45
Wor
0.44
Acc
0.44
Cmp
0.40
Cnt
0.39
Tec
0.38
MOST FREQUENT VALUES
10
12
16.4%
14
11
15.1%
12
10
13.7%
6
8
11.0%
8
7
9.6%
9
6
8.2%
13
6
8.2%
11
4
5.5%
7
4
5.5%
5
3
4.1%
16
1
1.4%
17
1
1.4%
SMALLEST VALUES
5
3
4.1%
6
8
11.0%
7
4
5.5%
8
7
9.6%
9
6
8.2%
10
12
16.4%
11
4
5.5%
12
10
13.7%
13
6
8.2%
14
11
15.1%
16
1
1.4%
17
1
1.4%
LARGEST VALUES
17
1
1.4%
16
1
1.4%
14
11
15.1%
13
6
8.2%
12
10
13.7%
11
4
5.5%
10
12
16.4%
9
6
8.2%
8
7
9.6%
7
4
5.5%
6
8
11.0%
5
3
4.1%
Kic
MISSING:
---
TOP CATEGORIES
2
28
38%
3
26
36%
1
15
21%
4
4
5%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kic
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
position
0.17
Age_2020
0.17
Best Role
0.15
Division
0.14
Based
0.14
Tec
0.12
Best Pos
0.12
Fir
0.12
Cmp
0.12
Pas
0.11

THESE FEATURES
GIVE INFORMATION
ON Kic:
Division
0.34
Based
0.34
Best Role
0.34
Best Pos
0.22
Tec
0.21
Fir
0.20
Cmp
0.19
sub_position
0.18
Agi
0.18
Pas
0.17
Tea
0.17
Age
0.17
Bal
0.16
Age_2020
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kic
CORRELATION RATIO WITH...
Unnamed: 0
0.38
PA
0.38
market_value
0.35
value_2020
0.35
Fin
0.35
L Th
0.34
highest_market_value_in_gbp
0.32
market_value_in_gbp
0.31
value_2022
0.31
CA
0.30
Value
0.29
Lon
0.26
Tck
0.25
Pen
0.23
Jum
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Height
0.89
height_in_cm
0.81
Hea
0.79
Weight
0.74
Str
0.72
Cro
-0.63
Cor
-0.60
Dri
-0.58
Fla
-0.50
Fre
-0.45
Mar
0.45
Pos
0.44
Bra
0.43
Vis
-0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.78
Best Pos
0.74
sub_position
0.71
Acc
0.65
Agi
0.60
Tea
0.59
Tec
0.56
Division
0.55
Based
0.55
Fir
0.54
OtB
0.53
Pas
0.51
foot
0.40
Cnt
0.40
MOST FREQUENT VALUES
13
13
17.8%
11
12
16.4%
8
8
11.0%
9
7
9.6%
10
7
9.6%
14
5
6.8%
15
5
6.8%
12
4
5.5%
16
3
4.1%
6
3
4.1%
5
2
2.7%
7
2
2.7%
17
1
1.4%
19
1
1.4%
SMALLEST VALUES
5
2
2.7%
6
3
4.1%
7
2
2.7%
8
8
11.0%
9
7
9.6%
10
7
9.6%
11
12
16.4%
12
4
5.5%
13
13
17.8%
14
5
6.8%
15
5
6.8%
16
3
4.1%
17
1
1.4%
19
1
1.4%
LARGEST VALUES
19
1
1.4%
17
1
1.4%
16
3
4.1%
15
5
6.8%
14
5
6.8%
13
13
17.8%
12
4
5.5%
11
12
16.4%
10
7
9.6%
9
7
9.6%
8
8
11.0%
7
2
2.7%
6
3
4.1%
5
2
2.7%
Hea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Jum
0.79
Str
0.76
Height
0.75
Weight
0.70
height_in_cm
0.68
Cor
-0.56
Cro
-0.53
Dri
-0.48
Fla
-0.43
Pos
0.43
Mar
0.43
Bra
0.41
Ldr
0.38
Tck
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Pos
0.79
Best Role
0.79
sub_position
0.75
Division
0.60
Based
0.60
Bal
0.57
Tea
0.57
Acc
0.56
Agi
0.54
Pas
0.51
OtB
0.49
Dec
0.49
Ant
0.46
Fir
0.44
MOST FREQUENT VALUES
14
16
21.9%
8
10
13.7%
9
9
12.3%
13
9
12.3%
10
6
8.2%
11
5
6.8%
12
5
6.8%
15
3
4.1%
7
3
4.1%
5
2
2.7%
3
2
2.7%
4
1
1.4%
16
1
1.4%
6
1
1.4%
SMALLEST VALUES
3
2
2.7%
4
1
1.4%
5
2
2.7%
6
1
1.4%
7
3
4.1%
8
10
13.7%
9
9
12.3%
10
6
8.2%
11
5
6.8%
12
5
6.8%
13
9
12.3%
14
16
21.9%
15
3
4.1%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
15
3
4.1%
14
16
21.9%
13
9
12.3%
12
5
6.8%
11
5
6.8%
10
6
8.2%
9
9
12.3%
8
10
13.7%
7
3
4.1%
6
1
1.4%
5
2
2.7%
4
1
1.4%
3
2
2.7%
Han
MISSING:
---
TOP CATEGORIES
1
27
37%
3
23
32%
2
21
29%
4
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Han
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.20
Based
0.20
Best Role
0.15
Acc
0.14
Age_2020
0.13
Ant
0.13
Bal
0.11
Pas
0.11
Nat
0.10
Pun
0.10

THESE FEATURES
GIVE INFORMATION
ON Han:
Division
0.48
Based
0.48
Best Role
0.33
Acc
0.25
Ant
0.19
Bal
0.18
Pas
0.18
OtB
0.17
Nat
0.16
Age
0.16
Cmp
0.16
Tec
0.16
Best Pos
0.15
Sta
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Han
CORRELATION RATIO WITH...
Value
0.34
Unnamed: 0
0.31
CA
0.29
Tck
0.29
fm_player_index
0.27
Agg
0.25
PA
0.24
Hea
0.23
player_id
0.23
Pos
0.23
Fre
0.22
Det
0.22
Mar
0.22
value_diff
0.22
Fre
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Cor
0.79
Pen
0.71
Lon
0.70
Vis
0.68
Fla
0.66
Cro
0.65
Fin
0.54
Dri
0.53
Mar
-0.51
Jum
-0.45
Pos
-0.45
Tck
-0.44
CA
0.40
Str
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.80
Best Pos
0.73
Pas
0.69
Tec
0.67
sub_position
0.65
OtB
0.65
Fir
0.55
Division
0.52
Based
0.52
Sta
0.47
Agi
0.44
position
0.42
Tea
0.42
Cmp
0.41
MOST FREQUENT VALUES
9
11
15.1%
6
10
13.7%
8
10
13.7%
14
9
12.3%
13
8
11.0%
10
7
9.6%
7
4
5.5%
5
4
5.5%
12
3
4.1%
3
2
2.7%
11
2
2.7%
4
2
2.7%
15
1
1.4%
SMALLEST VALUES
3
2
2.7%
4
2
2.7%
5
4
5.5%
6
10
13.7%
7
4
5.5%
8
10
13.7%
9
11
15.1%
10
7
9.6%
11
2
2.7%
12
3
4.1%
13
8
11.0%
14
9
12.3%
15
1
1.4%
LARGEST VALUES
15
1
1.4%
14
9
12.3%
13
8
11.0%
12
3
4.1%
11
2
2.7%
10
7
9.6%
9
11
15.1%
8
10
13.7%
7
4
5.5%
6
10
13.7%
5
4
5.5%
4
2
2.7%
3
2
2.7%
Fla
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Dri
0.72
Mar
-0.71
Cor
0.68
Pos
-0.66
Fre
0.66
Vis
0.65
Pen
0.63
Cro
0.61
Tck
-0.60
Lon
0.57
Fin
0.56
Bra
-0.55
Str
-0.51
Jum
-0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.82
Tec
0.76
Best Pos
0.71
Fir
0.66
OtB
0.64
sub_position
0.62
Tea
0.58
Agi
0.57
Pas
0.57
Acc
0.52
Sta
0.49
position
0.49
Age
0.48
Division
0.41
MOST FREQUENT VALUES
6
8
11.0%
14
8
11.0%
10
7
9.6%
12
7
9.6%
8
7
9.6%
13
6
8.2%
16
6
8.2%
7
6
8.2%
15
6
8.2%
11
5
6.8%
9
3
4.1%
5
2
2.7%
18
1
1.4%
17
1
1.4%
SMALLEST VALUES
5
2
2.7%
6
8
11.0%
7
6
8.2%
8
7
9.6%
9
3
4.1%
10
7
9.6%
11
5
6.8%
12
7
9.6%
13
6
8.2%
14
8
11.0%
15
6
8.2%
16
6
8.2%
17
1
1.4%
18
1
1.4%
LARGEST VALUES
18
1
1.4%
17
1
1.4%
16
6
8.2%
15
6
8.2%
14
8
11.0%
13
6
8.2%
12
7
9.6%
11
5
6.8%
10
7
9.6%
9
3
4.1%
8
7
9.6%
7
6
8.2%
6
8
11.0%
5
2
2.7%
Fir
MISSING:
---
TOP CATEGORIES
11
16
22%
13
15
21%
12
12
16%
14
9
12%
15
6
8%
10
5
7%
16
5
7%
9
3
4%
7
1
1%
17
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fir
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.42
Tec
0.41
Best Pos
0.39
Pas
0.33
sub_position
0.32
Division
0.30
Based
0.30
position
0.30
Agi
0.29
Tea
0.28

THESE FEATURES
GIVE INFORMATION
ON Fir:
Best Role
0.56
Best Pos
0.43
Division
0.43
Based
0.43
Tec
0.42
sub_position
0.33
Pas
0.31
Agi
0.29
OtB
0.27
Tea
0.27
Cmp
0.26
Dec
0.26
Bal
0.25
Nat
0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fir
CORRELATION RATIO WITH...
Vis
0.77
Pen
0.72
Dri
0.70
Fla
0.66
CA
0.65
market_value_in_gbp
0.65
value_2022
0.65
value_diff
0.64
highest_market_value_in_gbp
0.63
PA
0.61
Value
0.60
Fin
0.60
Lon
0.59
Mar
0.59
Fin
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Tck
-0.69
Lon
0.69
Mar
-0.68
Dri
0.65
Pos
-0.64
Pen
0.64
Vis
0.59
Fla
0.56
Fre
0.54
Cor
0.46
Bra
-0.45
L Th
-0.44
CA
0.43
Cro
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.89
Best Pos
0.83
sub_position
0.74
OtB
0.73
position
0.65
Tec
0.63
Fir
0.60
Tea
0.53
Agi
0.53
Preferred Foot
0.46
Age
0.45
Division
0.45
Based
0.45
Pas
0.44
MOST FREQUENT VALUES
7
11
15.1%
13
10
13.7%
8
9
12.3%
6
9
12.3%
12
8
11.0%
9
5
6.8%
10
5
6.8%
14
5
6.8%
11
3
4.1%
5
3
4.1%
15
2
2.7%
4
2
2.7%
16
1
1.4%
SMALLEST VALUES
4
2
2.7%
5
3
4.1%
6
9
12.3%
7
11
15.1%
8
9
12.3%
9
5
6.8%
10
5
6.8%
11
3
4.1%
12
8
11.0%
13
10
13.7%
14
5
6.8%
15
2
2.7%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
15
2
2.7%
14
5
6.8%
13
10
13.7%
12
8
11.0%
11
3
4.1%
10
5
6.8%
9
5
6.8%
8
9
12.3%
7
11
15.1%
6
9
12.3%
5
3
4.1%
4
2
2.7%
Ecc
MISSING:
---
TOP CATEGORIES
1
30
41%
2
21
29%
3
20
27%
4
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ecc
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Ant
0.15
Division
0.14
Based
0.14
Best Role
0.14
Best Pos
0.14
Aer
0.12
Bal
0.11
OtB
0.11
Agi
0.10
Cnt
0.10

THESE FEATURES
GIVE INFORMATION
ON Ecc:
Division
0.34
Based
0.34
Best Role
0.32
Best Pos
0.26
Ant
0.22
OtB
0.19
Agi
0.18
Bal
0.18
Wor
0.17
Pac
0.15
Cnt
0.15
Pas
0.14
Fir
0.13
Tea
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ecc
CORRELATION RATIO WITH...
height_in_cm
0.24
Bra
0.20
Weight
0.20
Value
0.18
Agg
0.18
Ldr
0.18
value_diff
0.17
Height
0.16
Jum
0.16
CA
0.16
Wage
0.15
Hea
0.15
Pen
0.15
Fre
0.14
Dri
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Fla
0.72
Vis
0.69
Mar
-0.68
Lon
0.68
Cro
0.67
Pos
-0.65
Fin
0.65
Pen
0.61
Cor
0.61
Jum
-0.58
Tck
-0.57
Fre
0.53
Bra
-0.53
CA
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.85
Best Pos
0.81
Tec
0.80
sub_position
0.76
OtB
0.73
Agi
0.71
Fir
0.70
Pas
0.67
position
0.58
Division
0.56
Based
0.56
Acc
0.55
Tea
0.50
Age
0.43
MOST FREQUENT VALUES
12
13
17.8%
13
11
15.1%
11
9
12.3%
8
8
11.0%
14
7
9.6%
9
6
8.2%
10
6
8.2%
15
6
8.2%
7
2
2.7%
16
2
2.7%
5
1
1.4%
17
1
1.4%
6
1
1.4%
SMALLEST VALUES
5
1
1.4%
6
1
1.4%
7
2
2.7%
8
8
11.0%
9
6
8.2%
10
6
8.2%
11
9
12.3%
12
13
17.8%
13
11
15.1%
14
7
9.6%
15
6
8.2%
16
2
2.7%
17
1
1.4%
LARGEST VALUES
17
1
1.4%
16
2
2.7%
15
6
8.2%
14
7
9.6%
13
11
15.1%
12
13
17.8%
11
9
12.3%
10
6
8.2%
9
6
8.2%
8
8
11.0%
7
2
2.7%
6
1
1.4%
5
1
1.4%
Det
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Bra
0.51
Agg
0.39
Tck
0.37
Ldr
0.33
Mar
0.32
Fla
-0.32
Pos
0.30
Vis
-0.29
Str
0.29
Wage
0.28
Value
0.27
Lon
-0.22
Cor
-0.22
L Th
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.68
Based
0.68
Best Role
0.58
Wor
0.50
Cnt
0.50
Best Pos
0.46
Fir
0.45
Tec
0.44
Acc
0.43
Bal
0.39
Age
0.38
sub_position
0.37
Ant
0.37
Nat
0.37
MOST FREQUENT VALUES
14
20
27.4%
12
12
16.4%
13
11
15.1%
15
8
11.0%
16
5
6.8%
11
4
5.5%
17
4
5.5%
10
4
5.5%
18
2
2.7%
9
2
2.7%
8
1
1.4%
SMALLEST VALUES
8
1
1.4%
9
2
2.7%
10
4
5.5%
11
4
5.5%
12
12
16.4%
13
11
15.1%
14
20
27.4%
15
8
11.0%
16
5
6.8%
17
4
5.5%
18
2
2.7%
LARGEST VALUES
18
2
2.7%
17
4
5.5%
16
5
6.8%
15
8
11.0%
14
20
27.4%
13
11
15.1%
12
12
16.4%
11
4
5.5%
10
4
5.5%
9
2
2.7%
8
1
1.4%
Dec
MISSING:
---
TOP CATEGORIES
13
19
26%
12
18
25%
14
11
15%
11
11
15%
10
6
8%
15
3
4%
9
2
3%
8
1
1%
5
1
1%
16
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Dec
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.33
Based
0.33
Ant
0.32
Best Role
0.31
Age_2020
0.29
Cmp
0.28
Pas
0.28
Fir
0.26
Bal
0.25
OtB
0.24

THESE FEATURES
GIVE INFORMATION
ON Dec:
Division
0.50
Based
0.50
Best Role
0.44
Ant
0.29
Pas
0.29
Cmp
0.29
Best Pos
0.29
OtB
0.28
Fir
0.28
Acc
0.26
Bal
0.26
Tec
0.26
sub_position
0.25
Tea
0.24

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Dec
CORRELATION RATIO WITH...
Vis
0.62
market_value_in_gbp
0.60
value_2022
0.60
value_diff
0.60
CA
0.58
highest_market_value_in_gbp
0.58
Value
0.50
Hea
0.49
height_in_cm
0.48
PA
0.46
current_club_id
0.45
fm_player_index
0.43
player_id
0.43
Height
0.42
Cro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Cor
0.72
Dri
0.67
Fre
0.65
Jum
-0.63
Vis
0.63
Fla
0.61
Weight
-0.56
Str
-0.55
Lon
0.54
Hea
-0.53
Pen
0.53
Mar
-0.51
Height
-0.50
height_in_cm
-0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.81
Best Pos
0.77
sub_position
0.69
OtB
0.67
Tec
0.62
Pas
0.61
Fir
0.57
Division
0.51
Based
0.51
Agi
0.48
Acc
0.47
foot
0.41
Cnt
0.41
Nat
0.40
MOST FREQUENT VALUES
13
12
16.4%
11
11
15.1%
9
10
13.7%
7
8
11.0%
10
8
11.0%
14
7
9.6%
8
7
9.6%
12
5
6.8%
6
2
2.7%
15
2
2.7%
16
1
1.4%
SMALLEST VALUES
6
2
2.7%
7
8
11.0%
8
7
9.6%
9
10
13.7%
10
8
11.0%
11
11
15.1%
12
5
6.8%
13
12
16.4%
14
7
9.6%
15
2
2.7%
16
1
1.4%
LARGEST VALUES
16
1
1.4%
15
2
2.7%
14
7
9.6%
13
12
16.4%
12
5
6.8%
11
11
15.1%
10
8
11.0%
9
10
13.7%
8
7
9.6%
7
8
11.0%
6
2
2.7%
Cor
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Fre
0.79
Cro
0.72
Fla
0.68
Lon
0.65
Str
-0.61
Dri
0.61
Vis
0.60
Jum
-0.60
Pen
0.58
Hea
-0.56
Mar
-0.56
height_in_cm
-0.47
Bra
-0.46
Tck
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.82
Best Pos
0.79
sub_position
0.75
Pas
0.65
Tec
0.64
OtB
0.60
Fir
0.54
Preferred Foot
0.47
Division
0.45
Based
0.45
Agi
0.44
foot
0.43
Cnt
0.43
position
0.42
MOST FREQUENT VALUES
12
11
15.1%
6
10
13.7%
10
10
13.7%
8
9
12.3%
7
7
9.6%
14
7
9.6%
5
5
6.8%
13
5
6.8%
16
3
4.1%
4
3
4.1%
11
2
2.7%
9
1
1.4%
SMALLEST VALUES
4
3
4.1%
5
5
6.8%
6
10
13.7%
7
7
9.6%
8
9
12.3%
9
1
1.4%
10
10
13.7%
11
2
2.7%
12
11
15.1%
13
5
6.8%
14
7
9.6%
16
3
4.1%
LARGEST VALUES
16
3
4.1%
14
7
9.6%
13
5
6.8%
12
11
15.1%
11
2
2.7%
10
10
13.7%
9
1
1.4%
8
9
12.3%
7
7
9.6%
6
10
13.7%
5
5
6.8%
4
3
4.1%
Cnt
MISSING:
---
TOP CATEGORIES
12
26
36%
13
16
22%
14
12
16%
11
7
10%
10
6
8%
9
3
4%
15
2
3%
8
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cnt
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.29
Based
0.29
Age_2020
0.27
Best Role
0.24
Best Pos
0.23
Tec
0.22
Tea
0.22
sub_position
0.20
Preferred Foot
0.20
Age
0.20

THESE FEATURES
GIVE INFORMATION
ON Cnt:
Division
0.48
Based
0.48
Best Role
0.38
Best Pos
0.30
Tec
0.27
Tea
0.25
sub_position
0.24
OtB
0.24
Age
0.22
Wor
0.22
Cmp
0.22
Sta
0.21
Pac
0.21
Agi
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cnt
CORRELATION RATIO WITH...
Bra
0.50
Det
0.50
current_club_id
0.49
fm_player_index
0.46
Pos
0.44
Mar
0.44
Hea
0.43
Cor
0.43
Tck
0.42
Unnamed: 0
0.41
Cro
0.41
Str
0.41
Jum
0.40
Fla
0.39
Cmp
MISSING:
---
TOP CATEGORIES
14
16
22%
13
15
21%
12
13
18%
11
11
15%
10
8
11%
15
4
5%
16
4
5%
5
1
1%
7
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cmp
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.34
Age_2020
0.30
Dec
0.29
Division
0.29
Based
0.29
Best Pos
0.28
Pas
0.28
Tec
0.26
Fir
0.26
Agi
0.26

THESE FEATURES
GIVE INFORMATION
ON Cmp:
Best Role
0.48
Division
0.43
Based
0.43
Best Pos
0.33
Tec
0.29
Dec
0.28
Pas
0.28
Agi
0.27
Fir
0.27
Acc
0.25
Tea
0.24
Bal
0.23
Ant
0.22
OtB
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmp
CORRELATION RATIO WITH...
market_value
0.67
value_2020
0.67
CA
0.63
current_club_id
0.62
Value
0.61
Wage
0.61
Vis
0.59
PA
0.54
Agg
0.52
Pen
0.51
highest_market_value_in_gbp
0.50
market_value_in_gbp
0.49
value_2022
0.49
Lon
0.45
Com
MISSING:
---
TOP CATEGORIES
2
25
34%
3
23
32%
1
21
29%
4
4
5%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Com
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.17
Based
0.17
Dec
0.15
Age_2020
0.15
Nat
0.14
Fir
0.14
Best Role
0.13
Tec
0.13
Pas
0.12
Best Pos
0.12

THESE FEATURES
GIVE INFORMATION
ON Com:
Division
0.39
Based
0.39
Best Role
0.28
Dec
0.23
Fir
0.23
Nat
0.22
Tec
0.21
Best Pos
0.21
OtB
0.19
Pas
0.19
Cmp
0.18
Acc
0.17
Tea
0.17
Sta
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Com
CORRELATION RATIO WITH...
player_id
0.30
Fre
0.27
Lon
0.25
L Th
0.22
market_value
0.22
value_2020
0.22
Fin
0.20
Pos
0.20
current_club_id
0.19
highest_market_value_in_gbp
0.18
market_value_in_gbp
0.18
value_2022
0.18
Value
0.18
Weight
0.17
Cmd
MISSING:
---
TOP CATEGORIES
3
29
40%
2
21
29%
1
18
25%
4
5
7%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cmd
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.18
Based
0.18
Best Role
0.17
Cnt
0.13
Age_2020
0.13
Best Pos
0.12
Pas
0.11
Acc
0.10
Cmp
0.10
Agi
0.10

THESE FEATURES
GIVE INFORMATION
ON Cmd:
Division
0.40
Based
0.40
Best Role
0.36
Best Pos
0.22
Cnt
0.18
Acc
0.17
Pas
0.16
Agi
0.16
OtB
0.16
Cmp
0.15
Nat
0.15
sub_position
0.14
Tec
0.14
Tea
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmd
CORRELATION RATIO WITH...
Unnamed: 0
0.33
L Th
0.32
player_id
0.32
PA
0.32
Fla
0.29
Value
0.29
Agg
0.28
CA
0.28
Fre
0.23
highest_market_value_in_gbp
0.22
Dri
0.22
market_value_in_gbp
0.22
value_2022
0.22
current_club_id
0.22
Bra
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Tck
0.63
Mar
0.60
Fla
-0.55
Str
0.54
Pos
0.54
Dri
-0.53
Agg
0.52
Det
0.51
Vis
-0.49
Cor
-0.46
Fin
-0.45
Jum
0.43
Hea
0.41
Height
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.74
Best Pos
0.70
Sta
0.62
Tec
0.60
Division
0.51
Based
0.51
Cnt
0.50
Tea
0.49
Fir
0.49
Acc
0.47
sub_position
0.47
Pas
0.45
Agi
0.45
Wor
0.43
MOST FREQUENT VALUES
13
18
24.7%
14
13
17.8%
12
11
15.1%
15
7
9.6%
11
5
6.8%
16
4
5.5%
17
3
4.1%
8
3
4.1%
9
2
2.7%
10
2
2.7%
18
2
2.7%
7
2
2.7%
6
1
1.4%
SMALLEST VALUES
6
1
1.4%
7
2
2.7%
8
3
4.1%
9
2
2.7%
10
2
2.7%
11
5
6.8%
12
11
15.1%
13
18
24.7%
14
13
17.8%
15
7
9.6%
16
4
5.5%
17
3
4.1%
18
2
2.7%
LARGEST VALUES
18
2
2.7%
17
3
4.1%
16
4
5.5%
15
7
9.6%
14
13
17.8%
13
18
24.7%
12
11
15.1%
11
5
6.8%
10
2
2.7%
9
2
2.7%
8
3
4.1%
7
2
2.7%
6
1
1.4%
Bal
MISSING:
---
TOP CATEGORIES
12
20
27%
13
15
21%
14
12
16%
15
8
11%
10
5
7%
11
5
7%
8
4
5%
7
2
3%
16
1
1%
9
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bal
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.32
Based
0.32
Age_2020
0.31
Best Role
0.29
Acc
0.29
Agi
0.28
Ant
0.28
Tec
0.26
Dec
0.26
Tea
0.26

THESE FEATURES
GIVE INFORMATION
ON Bal:
Division
0.47
Based
0.47
Best Role
0.41
Acc
0.30
Best Pos
0.29
Agi
0.29
Tec
0.28
Fir
0.26
Tea
0.26
Wor
0.25
Dec
0.25
sub_position
0.25
Ant
0.25
OtB
0.24

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bal
CORRELATION RATIO WITH...
Str
0.61
Hea
0.57
Unnamed: 0
0.54
Tck
0.49
height_in_cm
0.49
Mar
0.47
player_id
0.47
Pos
0.46
CA
0.44
Weight
0.43
Height
0.42
Wage
0.41
PA
0.41
Value
0.40
Ant
MISSING:
---
TOP CATEGORIES
13
25
34%
14
17
23%
12
14
19%
15
6
8%
11
4
5%
10
3
4%
9
1
1%
16
1
1%
7
1
1%
8
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ant
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Division
0.34
Based
0.34
Age_2020
0.33
Dec
0.29
Age
0.26
Best Role
0.25
Bal
0.25
Best Pos
0.24
Acc
0.24
Pac
0.23

THESE FEATURES
GIVE INFORMATION
ON Ant:
Division
0.56
Based
0.56
Best Role
0.39
Dec
0.32
Best Pos
0.31
Acc
0.28
Age
0.28
Bal
0.28
Fir
0.26
Tec
0.26
Agi
0.25
Pac
0.25
Cmp
0.25
OtB
0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ant
CORRELATION RATIO WITH...
player_id
0.55
Hea
0.46
Tck
0.45
CA
0.45
Str
0.44
Value
0.41
Agg
0.41
height_in_cm
0.41
Bra
0.41
Pos
0.38
fm_player_index
0.38
Height
0.38
PA
0.37
Det
0.37
Agi
MISSING:
---
TOP CATEGORIES
13
17
23%
14
16
22%
12
10
14%
11
7
10%
15
7
10%
10
5
7%
9
4
5%
8
3
4%
16
2
3%
17
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Agi
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.39
Acc
0.37
Division
0.37
Based
0.37
Tec
0.33
Age_2020
0.31
Tea
0.31
Best Pos
0.30
OtB
0.30
Bal
0.29

THESE FEATURES
GIVE INFORMATION
ON Agi:
Division
0.51
Based
0.51
Best Role
0.51
Acc
0.37
Tec
0.34
Best Pos
0.32
OtB
0.31
Tea
0.30
Fir
0.29
Bal
0.28
sub_position
0.27
Wor
0.26
Age
0.26
Cmp
0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Agi
CORRELATION RATIO WITH...
Dri
0.71
Weight
0.64
Height
0.62
Jum
0.60
Str
0.59
Mar
0.59
Pos
0.58
Fla
0.57
Vis
0.55
PA
0.55
height_in_cm
0.54
Hea
0.54
Fin
0.53
Tck
0.52
Agg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Bra
0.52
Det
0.39
Vis
-0.37
Fla
-0.32
Pen
-0.31
Tck
0.29
Mar
0.29
Dri
-0.28
Fin
-0.26
Jum
0.24
Ldr
0.23
Height
0.21
Pos
0.20
Fre
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.72
Division
0.66
Based
0.66
Wor
0.63
Tec
0.55
Cmp
0.52
Tea
0.50
Pas
0.50
Agi
0.48
Fir
0.48
Sta
0.46
Best Pos
0.45
OtB
0.45
Age
0.43
MOST FREQUENT VALUES
12
16
21.9%
14
10
13.7%
13
10
13.7%
15
10
13.7%
16
7
9.6%
8
6
8.2%
11
5
6.8%
7
3
4.1%
10
2
2.7%
17
1
1.4%
6
1
1.4%
9
1
1.4%
20
1
1.4%
SMALLEST VALUES
6
1
1.4%
7
3
4.1%
8
6
8.2%
9
1
1.4%
10
2
2.7%
11
5
6.8%
12
16
21.9%
13
10
13.7%
14
10
13.7%
15
10
13.7%
16
7
9.6%
17
1
1.4%
20
1
1.4%
LARGEST VALUES
20
1
1.4%
17
1
1.4%
16
7
9.6%
15
10
13.7%
14
10
13.7%
13
10
13.7%
12
16
21.9%
11
5
6.8%
10
2
2.7%
9
1
1.4%
8
6
8.2%
7
3
4.1%
6
1
1.4%
Aer
MISSING:
---
TOP CATEGORIES
1
30
41%
3
24
33%
2
18
25%
4
1
1%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Aer
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.15
Ant
0.15
Tea
0.15
Division
0.13
Based
0.13
Ecc
0.12
Best Role
0.11
Best Pos
0.11
Bal
0.10
Age
0.10

THESE FEATURES
GIVE INFORMATION
ON Aer:
Division
0.34
Based
0.34
Best Role
0.27
Tea
0.25
Ant
0.23
Best Pos
0.22
Bal
0.17
Age
0.16
Acc
0.16
OtB
0.16
Dec
0.15
Fir
0.15
Age_2020
0.15
Pas
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Aer
CORRELATION RATIO WITH...
Det
0.34
market_value_in_gbp
0.27
value_2022
0.27
highest_market_value_in_gbp
0.26
Value
0.26
value_diff
0.26
Ldr
0.25
fm_player_index
0.25
CA
0.24
Pos
0.23
Hea
0.21
Mar
0.20
L Th
0.19
Jum
0.18
Acc
MISSING:
---
TOP CATEGORIES
13
16
22%
12
14
19%
14
12
16%
11
9
12%
15
8
11%
10
4
5%
16
3
4%
9
3
4%
8
2
3%
17
2
3%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Acc
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Pac
0.39
Agi
0.37
Best Role
0.37
Division
0.33
Based
0.33
foot
0.32
Bal
0.30
Nat
0.30
sub_position
0.29
Ant
0.28

THESE FEATURES
GIVE INFORMATION
ON Acc:
Best Role
0.48
Division
0.46
Based
0.46
Agi
0.37
Pac
0.35
sub_position
0.29
Best Pos
0.29
Bal
0.29
Nat
0.28
Pas
0.26
Tea
0.26
OtB
0.26
Ant
0.24
Dec
0.24

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Acc
CORRELATION RATIO WITH...
Height
0.69
height_in_cm
0.66
Jum
0.65
Weight
0.62
Str
0.59
Hea
0.56
Dri
0.55
Fla
0.52
player_id
0.51
Pos
0.49
Bra
0.47
Cro
0.47
Mar
0.47
Ldr
0.44
Transfermarkt_Name
MISSING:
---
1
1%
-
-
dimitris-kourbelis
1
1%
-
-
alfonso-pedraza
1
1%
-
-
andre-franck-zambo-anguissa
1
1%
-
-
falaye-sacko
1
1%
-
-
connor-goldson
1
1%
-
-
youri-tielemans
1
1%
-
-
majid-hosseini
1
1%
-
-
dmitry-skopintsev
1
1%
-
-
ruben-garce­a
1
1%
-
-
pawel-dawidowicz
1
1%
-
-
silvan-hefti
1
1%
-
-
dan-burn
1
1%
-
-
mohamed-elneny
1
1%
-
-
grischa-promel
1
1%
-
-
raul-de-tomas
1
1%
-
-
paolo-fernandes
1
1%
-
-
aleksandar-pesic
1
1%
-
-
sergiy-pet'ko
1
1%
-
-
china
1
1%
-
-
ivan-balliu
1
1%
-
-
andre-ramalho
1
1%
-
-
noe-dussenne
1
1%
-
-
hans-vanaken
1
1%
-
-
gerson
1
1%
-
-
nuno-santos
1
1%
-
-
daichi-kamada
1
1%
-
-
silvan-widmer
1
1%
-
-
lucas-silva
1
1%
-
-
andreas-bouchalakis
1
1%
-
-
sergio-oliveira
1
1%
-
-
emre-akbaba
1
1%
-
-
danny-ings
1
1%
-
-
sardar-azmoun
1
1%
-
-
saba-lobzhanidze
1
1%
-
-
halil-akbunar
1
1%
-
-
patrick
1
1%
-
-
yusuf-erdoäŸan
1
1%
-
-
nino-galovic
1
1%
-
-
rodrigo-de-paul
1
1%
-
-
joseph-attamah
1
1%
-
-
lucas-efrico
1
1%
-
-
halil-ä°brahim-pehlivan
1
1%
-
-
marvin-friedrich
1
1%
-
-
fali
1
1%
-
-
daniel-amartey
1
1%
-
-
pedri
1
1%
-
-
robert-andrich
1
1%
-
-
abdelhamid-sabiri
1
1%
-
-
sergio-reguilon
1
1%
-
-
taylan-antalyalä±
1
1%
-
-
lucas-torro
1
1%
-
-
anthony-lozano
1
1%
-
-
jonathan-clauss
1
1%
-
-
mason-holgate
1
1%
-
-
federico-ceccherini
1
1%
-
-
domenico-berardi
1
1%
-
-
alexander-merkel
1
1%
-
-
fredrik-aursnes
1
1%
-
-
raphinha
1
1%
-
-
patrik-schick
13
18%
-
-
(Other)
country_of_citizenship
MISSING:
20
(27%)
7
13%
-
-
Spain
6
11%
-
-
Brazil
5
9%
-
-
Germany
4
8%
-
-
England
3
6%
-
-
Belgium
2
4%
-
-
Iran
2
4%
-
-
Turkey
2
4%
-
-
Italy
2
4%
-
-
Ghana
2
4%
-
-
Portugal
2
4%
-
-
Switzerland
1
2%
-
-
Egypt
1
2%
-
-
Greece
1
2%
-
-
Albania
1
2%
-
-
Mali
1
2%
-
-
Poland
1
2%
-
-
Czech Republic
1
2%
-
-
Serbia
1
2%
-
-
Argentina
1
2%
-
-
Croatia
1
2%
-
-
Equatorial Guinea
1
2%
-
-
Norway
1
2%
-
-
Denmark
1
2%
-
-
Austria
1
2%
-
-
Kazakhstan
1
2%
-
-
France
1
2%
-
-
Japan
player_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fm_player_index
-0.55
Hea
-0.33
Height
-0.32
Weight
-0.31
Str
-0.31
Jum
-0.31
value_diff
0.30
Dri
0.30
Ldr
-0.25
height_in_cm
-0.22
Fla
0.21
Unnamed: 0
-0.20
PA
0.20
Bra
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.73
Based
0.73
Age
0.66
Ant
0.55
Best Pos
0.53
Acc
0.51
Tea
0.49
Best Role
0.48
Wor
0.47
Bal
0.47
Sta
0.46
Agi
0.45
Fir
0.45
Pas
0.45
MOST FREQUENT VALUES
191829
1
1.4%
356197
1
1.4%
354361
1
1.4%
364857
1
1.4%
163656
1
1.4%
249565
1
1.4%
294767
1
1.4%
281917
1
1.4%
213260
1
1.4%
248732
1
1.4%
237666
1
1.4%
134270
1
1.4%
160438
1
1.4%
234029
1
1.4%
162038
1
1.4%
SMALLEST VALUES
59145
1
1.4%
73457
1
1.4%
85295
1
1.4%
86926
1
1.4%
106536
1
1.4%
112465
1
1.4%
131275
1
1.4%
134270
1
1.4%
134294
1
1.4%
137576
1
1.4%
153084
1
1.4%
157535
1
1.4%
159088
1
1.4%
160438
1
1.4%
160736
1
1.4%
LARGEST VALUES
683840
1
1.4%
644158
1
1.4%
608531
1
1.4%
597087
1
1.4%
529646
1
1.4%
520492
1
1.4%
435497
1
1.4%
422838
1
1.4%
411295
1
1.4%
364857
1
1.4%
356197
1
1.4%
356141
1
1.4%
354361
1
1.4%
353584
1
1.4%
348623
1
1.4%
last_season
MISSING:
---
TOP CATEGORIES
2021
73
100%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
last_season
PROVIDES INFORMATION ON...
value_cat
1.00
pred
1.00
real
1.00
Cmp
0.00
Bal
0.00
Nat
0.00
Age
0.00
Wor
0.00
Age_2020
0.00
Best Pos
0.00
Kic
0.00
Ant
0.00
Pac
0.00
Pas
0.00

THESE FEATURES
GIVE INFORMATION
ON last_season:
Division
1.00
Based
1.00
Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
Tec
1.00
Tea
1.00
Sta
1.00
TRO
1.00
Ref
1.00
Pun
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
last_season
CORRELATION RATIO WITH...
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tck
0.00
Str
0.00
Pos
0.00
Pen
0.00
Mar
0.00
L Th
0.00
current_club_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Unnamed: 0
0.47
CA
-0.37
PA
-0.35
Dri
-0.27
fm_player_index
0.25
Lon
-0.23
Vis
-0.23
Pen
-0.20
highest_market_value_in_gbp
-0.19
Agg
0.19
Value
-0.19
Cro
-0.18
market_value_in_gbp
-0.18
value_2022
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
0.73
Based
0.73
Best Role
0.71
Tec
0.69
Pas
0.67
Cmp
0.62
Age_2020
0.51
Cnt
0.49
Dec
0.45
OtB
0.44
Sta
0.37
Ant
0.34
Nat
0.34
Acc
0.34
MOST FREQUENT VALUES
15
3
4.1%
2687
3
4.1%
367
2
2.7%
449
2
2.7%
234
2
2.7%
276
2
2.7%
3205
2
2.7%
2832
2
2.7%
1003
2
2.7%
331
2
2.7%
121
2
2.7%
618
1
1.4%
6195
1
1.4%
7775
1
1.4%
26459
1
1.4%
SMALLEST VALUES
11
1
1.4%
12
1
1.4%
13
1
1.4%
15
3
4.1%
18
1
1.4%
24
1
1.4%
27
1
1.4%
29
1
1.4%
31
1
1.4%
36
1
1.4%
39
1
1.4%
89
1
1.4%
121
2
2.7%
124
1
1.4%
131
1
1.4%
LARGEST VALUES
28095
1
1.4%
26459
1
1.4%
11282
1
1.4%
8024
1
1.4%
7775
1
1.4%
6646
1
1.4%
6574
1
1.4%
6195
1
1.4%
3205
2
2.7%
3057
1
1.4%
2995
1
1.4%
2832
2
2.7%
2687
3
4.1%
2423
1
1.4%
2381
1
1.4%
name
MISSING:
---
1
1%
-
-
dimitrios-goutas
1
1%
-
-
alfonso-pedraza
1
1%
-
-
andre-zambo-anguissa
1
1%
-
-
falaye-sacko
1
1%
-
-
connor-goldson
1
1%
-
-
youri-tielemans
1
1%
-
-
majid-hosseini
1
1%
-
-
dmitri-skopintsev
1
1%
-
-
ruben-garcia
1
1%
-
-
pawel-dawidowicz
1
1%
-
-
silvan-hefti
1
1%
-
-
dan-burn
1
1%
-
-
mohamed-elneny
1
1%
-
-
grischa-promel
1
1%
-
-
raul-de-tomas
1
1%
-
-
mario-hernandez
1
1%
-
-
aleksandar-pesic
1
1%
-
-
sergiy-petko
1
1%
-
-
fabio-china
1
1%
-
-
ivan-balliu
1
1%
-
-
andre-ramalho
1
1%
-
-
noe-dussenne
1
1%
-
-
hans-vanaken
1
1%
-
-
gerson
1
1%
-
-
nuno-santos
1
1%
-
-
daichi-kamada
1
1%
-
-
silvan-widmer
1
1%
-
-
lucas-silva
1
1%
-
-
andreas-bouchalakis
1
1%
-
-
sergio-oliveira
1
1%
-
-
emre-akbaba
1
1%
-
-
danny-ings
1
1%
-
-
sardar-azmoun
1
1%
-
-
saba-lobjanidze
1
1%
-
-
halil-akbunar
1
1%
-
-
patrick
1
1%
-
-
yusuf-erdogan
1
1%
-
-
nino-galovic
1
1%
-
-
rodrigo-de-paul
1
1%
-
-
joseph-attamah
1
1%
-
-
lucas-africo
1
1%
-
-
ibrahim-pehlivan
1
1%
-
-
marvin-friedrich
1
1%
-
-
fali
1
1%
-
-
daniel-amartey
1
1%
-
-
pedri
1
1%
-
-
robert-andrich
1
1%
-
-
abdelhamid-sabiri
1
1%
-
-
sergio-reguilon
1
1%
-
-
taylan-antalyali
1
1%
-
-
lucas-torro
1
1%
-
-
choco-lozano
1
1%
-
-
jonathan-clauss
1
1%
-
-
mason-holgate
1
1%
-
-
federico-ceccherini
1
1%
-
-
domenico-berardi
1
1%
-
-
alexander-merkel
1
1%
-
-
fredrik-aursnes
1
1%
-
-
raphinha
1
1%
-
-
patrik-schick
13
18%
-
-
(Other)
pretty_name
MISSING:
---
1
1%
-
-
Dimitrios Goutas
1
1%
-
-
Alfonso Pedraza
1
1%
-
-
Andre Zambo Anguissa
1
1%
-
-
Falaye Sacko
1
1%
-
-
Connor Goldson
1
1%
-
-
Youri Tielemans
1
1%
-
-
Majid Hosseini
1
1%
-
-
Dmitri Skopintsev
1
1%
-
-
Ruben Garcia
1
1%
-
-
Pawel Dawidowicz
1
1%
-
-
Silvan Hefti
1
1%
-
-
Dan Burn
1
1%
-
-
Mohamed Elneny
1
1%
-
-
Grischa Promel
1
1%
-
-
Raul De Tomas
1
1%
-
-
Mario Hernandez
1
1%
-
-
Aleksandar Pesic
1
1%
-
-
Sergiy Petko
1
1%
-
-
Fabio China
1
1%
-
-
Ivan Balliu
1
1%
-
-
Andre Ramalho
1
1%
-
-
Noe Dussenne
1
1%
-
-
Hans Vanaken
1
1%
-
-
Gerson
1
1%
-
-
Nuno Santos
1
1%
-
-
Daichi Kamada
1
1%
-
-
Silvan Widmer
1
1%
-
-
Lucas Silva
1
1%
-
-
Andreas Bouchalakis
1
1%
-
-
Sergio Oliveira
1
1%
-
-
Emre Akbaba
1
1%
-
-
Danny Ings
1
1%
-
-
Sardar Azmoun
1
1%
-
-
Saba Lobjanidze
1
1%
-
-
Halil Akbunar
1
1%
-
-
Patrick
1
1%
-
-
Yusuf Erdogan
1
1%
-
-
Nino Galovic
1
1%
-
-
Rodrigo De Paul
1
1%
-
-
Joseph Attamah
1
1%
-
-
Lucas Africo
1
1%
-
-
Ibrahim Pehlivan
1
1%
-
-
Marvin Friedrich
1
1%
-
-
Fali
1
1%
-
-
Daniel Amartey
1
1%
-
-
Pedri
1
1%
-
-
Robert Andrich
1
1%
-
-
Abdelhamid Sabiri
1
1%
-
-
Sergio Reguilon
1
1%
-
-
Taylan Antalyali
1
1%
-
-
Lucas Torro
1
1%
-
-
Choco Lozano
1
1%
-
-
Jonathan Clauss
1
1%
-
-
Mason Holgate
1
1%
-
-
Federico Ceccherini
1
1%
-
-
Domenico Berardi
1
1%
-
-
Alexander Merkel
1
1%
-
-
Fredrik Aursnes
1
1%
-
-
Raphinha
1
1%
-
-
Patrik Schick
13
18%
-
-
(Other)
country_of_birth
MISSING:
---
11
15%
-
-
Spain
8
11%
-
-
Brazil
5
7%
-
-
Turkey
4
5%
-
-
Germany
4
5%
-
-
England
4
5%
-
-
Belgium
3
4%
-
-
Russia
3
4%
-
-
Greece
3
4%
-
-
Portugal
2
3%
-
-
Ghana
2
3%
-
-
Italy
2
3%
-
-
France
2
3%
-
-
Iran
2
3%
-
-
Argentina
2
3%
-
-
Switzerland
1
1%
-
-
Egypt
1
1%
-
-
Ukraine
1
1%
-
-
Cameroon
1
1%
-
-
Georgia
1
1%
-
-
Mali
1
1%
-
-
Poland
1
1%
-
-
Denmark
1
1%
-
-
Yugoslavia (Republic)
1
1%
-
-
Czech Republic
1
1%
-
-
Norway
1
1%
-
-
Croatia
1
1%
-
-
Austria
1
1%
-
-
Kazakhstan
1
1%
-
-
Morocco
1
1%
-
-
Honduras
1
1%
-
-
Japan
date_of_birth
MISSING:
---
1
1%
-
-
1994-04-04
1
1%
-
-
1996-04-09
1
1%
-
-
1995-11-16
1
1%
-
-
1995-05-01
1
1%
-
-
1992-12-18
1
1%
-
-
1997-05-07
1
1%
-
-
1996-06-20
1
1%
-
-
1997-03-02
1
1%
-
-
1993-07-14
1
1%
-
-
1995-05-20
1
1%
-
-
1997-10-25
1
1%
-
-
1992-05-09
1
1%
-
-
1992-07-11
1
1%
-
-
1995-01-09
1
1%
-
-
1994-10-17
1
1%
-
-
1999-01-25
1
1%
-
-
1992-05-21
1
1%
-
-
1994-01-23
1
1%
-
-
1992-07-07
1
1%
-
-
1992-01-01
1
1%
-
-
1992-02-16
1
1%
-
-
1992-04-07
1
1%
-
-
1992-08-24
1
1%
-
-
1997-05-20
1
1%
-
-
1995-02-13
1
1%
-
-
1996-08-05
1
1%
-
-
1993-03-05
1
1%
-
-
1998-01-30
1
1%
-
-
1993-04-05
1
1%
-
-
1992-06-02
1
1%
-
-
1992-10-04
1
1%
-
-
1992-07-23
1
1%
-
-
1995-01-01
1
1%
-
-
1994-12-18
1
1%
-
-
1993-11-09
1
1%
-
-
1998-11-23
1
1%
-
-
1992-08-07
1
1%
-
-
1992-07-06
1
1%
-
-
1994-05-24
1
1%
-
-
1994-05-22
1
1%
-
-
1995-02-05
1
1%
-
-
1993-08-21
1
1%
-
-
1995-12-13
1
1%
-
-
1993-08-12
1
1%
-
-
1994-12-21
1
1%
-
-
2002-11-25
1
1%
-
-
1994-09-22
1
1%
-
-
1996-11-28
1
1%
-
-
1996-12-16
1
1%
-
-
1995-01-08
1
1%
-
-
1994-07-19
1
1%
-
-
1993-04-25
1
1%
-
-
1992-09-25
1
1%
-
-
1996-10-22
1
1%
-
-
1992-05-11
1
1%
-
-
1994-08-01
1
1%
-
-
1992-02-22
1
1%
-
-
1995-12-10
1
1%
-
-
1996-12-14
1
1%
-
-
1996-01-24
13
18%
-
-
(Other)
position
MISSING:
---
TOP CATEGORIES
Defender
34
47%
Attack
20
27%
Midfield
19
26%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
position
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
sub_position
0.51
Best Pos
0.30
Best Role
0.25
Pas
0.17
Fir
0.16
Kic
0.15
Tea
0.14
Tec
0.12
OtB
0.11
Wor
0.11

THESE FEATURES
GIVE INFORMATION
ON position:
sub_position
1.00
Best Role
0.64
Best Pos
0.64
Pas
0.31
Fir
0.30
Division
0.28
Based
0.28
Tea
0.26
Tec
0.24
OtB
0.23
Wor
0.20
Dec
0.19
Kic
0.17
Agi
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
position
CORRELATION RATIO WITH...
Mar
0.66
Fin
0.65
Lon
0.64
Pos
0.63
Dri
0.58
L Th
0.57
Tck
0.56
Vis
0.54
Fla
0.49
Pen
0.49
Cor
0.42
Fre
0.42
highest_market_value_in_gbp
0.41
market_value_in_gbp
0.40
sub_position
MISSING:
---
TOP CATEGORIES
Defender - Centre-Back
18
25%
midfield - Central Midfield
11
15%
Defender - Right-Back
8
11%
midfield - Defensive Midfield
8
11%
Defender - Left-Back
8
11%
attack - Centre-Forward
7
10%
midfield - Attacking Midfield
5
7%
attack - Right Winger
5
7%
attack - Left Winger
3
4%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sub_position
PROVIDES INFORMATION ON...
last_season
1.00
position
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Pos
0.66
Best Role
0.50
foot
0.46
Preferred Foot
0.37
Pas
0.34
OtB
0.34
Fir
0.33
Division
0.32
Based
0.32

THESE FEATURES
GIVE INFORMATION
ON sub_position:
Best Pos
0.71
Best Role
0.66
position
0.51
Division
0.45
Based
0.45
OtB
0.35
Pas
0.32
Fir
0.32
Tec
0.32
Tea
0.30
Acc
0.29
Agi
0.27
Wor
0.23
Bal
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_position
CORRELATION RATIO WITH...
Mar
0.77
Dri
0.76
Pos
0.75
Hea
0.75
Cor
0.75
Fin
0.74
Lon
0.74
Vis
0.73
Jum
0.71
height_in_cm
0.71
Cro
0.69
Str
0.68
L Th
0.67
Tck
0.66
foot
MISSING:
---
TOP CATEGORIES
Right
45
62%
Left
24
33%
Both
4
5%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foot
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Preferred Foot
0.48
sub_position
0.18
Best Pos
0.16
Acc
0.13
Age_2020
0.11
Best Role
0.10
Division
0.09
Based
0.09
Wor
0.09
Tea
0.08

THESE FEATURES
GIVE INFORMATION
ON foot:
Preferred Foot
0.64
sub_position
0.46
Best Pos
0.44
Best Role
0.33
Division
0.32
Based
0.32
Acc
0.32
Wor
0.20
Tea
0.19
Bal
0.19
Agi
0.18
OtB
0.17
Pac
0.16
Tec
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foot
CORRELATION RATIO WITH...
Cor
0.43
Dri
0.43
Cro
0.41
Jum
0.40
Mar
0.37
Hea
0.35
Pos
0.32
Ldr
0.32
Tck
0.31
Height
0.31
Weight
0.30
Fre
0.28
Fla
0.28
Fin
0.28
height_in_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Height
0.90
Jum
0.81
Weight
0.68
Hea
0.68
Str
0.60
Dri
-0.49
Cor
-0.47
Cro
-0.47
Fla
-0.41
Lon
-0.40
Pos
0.37
Mar
0.35
Fre
-0.34
Bra
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
0.73
sub_position
0.71
Best Pos
0.67
Division
0.66
Based
0.66
Acc
0.66
Agi
0.54
Tea
0.51
Bal
0.49
Dec
0.48
OtB
0.44
Pas
0.44
Fir
0.44
Tec
0.42
MOST FREQUENT VALUES
183
6
8.2%
179
6
8.2%
184
6
8.2%
180
5
6.8%
186
5
6.8%
189
4
5.5%
187
4
5.5%
178
4
5.5%
176
4
5.5%
177
4
5.5%
182
3
4.1%
175
3
4.1%
181
2
2.7%
171
2
2.7%
191
2
2.7%
SMALLEST VALUES
167
1
1.4%
171
2
2.7%
172
1
1.4%
174
1
1.4%
175
3
4.1%
176
4
5.5%
177
4
5.5%
178
4
5.5%
179
6
8.2%
180
5
6.8%
181
2
2.7%
182
3
4.1%
183
6
8.2%
184
6
8.2%
185
1
1.4%
LARGEST VALUES
200
1
1.4%
195
1
1.4%
193
2
2.7%
192
2
2.7%
191
2
2.7%
190
2
2.7%
189
4
5.5%
188
1
1.4%
187
4
5.5%
186
5
6.8%
185
1
1.4%
184
6
8.2%
183
6
8.2%
182
3
4.1%
181
2
2.7%
market_value_in_gbp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
value_2022
1.00
highest_market_value_in_gbp
1.00
value_diff
0.81
market_value
0.77
value_2020
0.77
PA
0.74
CA
0.72
Value
0.67
Wage
0.63
Dri
0.45
Vis
0.45
Fla
0.45
Unnamed: 0
-0.44
Pen
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
0.65
Fir
0.65
Tec
0.60
Dec
0.60
Pas
0.59
OtB
0.54
Division
0.53
Based
0.53
sub_position
0.52
Cmp
0.49
Tea
0.48
Wor
0.45
Best Pos
0.44
Best Role
0.44
MOST FREQUENT VALUES
2700000.0
5
6.8%
4500000.0
5
6.8%
7200000.0
4
5.5%
3600000.0
4
5.5%
3150000.0
4
5.5%
1350000.0
4
5.5%
19800000.0
3
4.1%
720000.0
3
4.1%
10800000.0
3
4.1%
22500000.0
3
4.1%
13500000.0
2
2.7%
450000.0
2
2.7%
9000000.0
2
2.7%
16200000.0
2
2.7%
4050000.0
2
2.7%
SMALLEST VALUES
270000.0
2
2.7%
450000.0
2
2.7%
540000.0
1
1.4%
630000.0
2
2.7%
720000.0
3
4.1%
765000.0
1
1.4%
1080000.0
1
1.4%
1350000.0
4
5.5%
1800000.0
1
1.4%
2250000.0
1
1.4%
2700000.0
5
6.8%
3150000.0
4
5.5%
3600000.0
4
5.5%
3870000.0
1
1.4%
4050000.0
2
2.7%
LARGEST VALUES
72000000.0
1
1.4%
58500000.0
1
1.4%
49500000.0
1
1.4%
45000000.0
1
1.4%
40500000.0
1
1.4%
36000000.0
1
1.4%
31500000.0
1
1.4%
27000000.0
1
1.4%
22500000.0
3
4.1%
19800000.0
3
4.1%
18000000.0
1
1.4%
16200000.0
2
2.7%
14400000.0
1
1.4%
13500000.0
2
2.7%
11700000.0
1
1.4%
highest_market_value_in_gbp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
market_value_in_gbp
1.00
value_2022
1.00
value_diff
0.79
market_value
0.78
value_2020
0.78
PA
0.74
CA
0.72
Value
0.67
Wage
0.64
Vis
0.46
Dri
0.46
Unnamed: 0
-0.45
Fla
0.45
Pen
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
0.64
Fir
0.63
Tec
0.60
Dec
0.58
Pas
0.58
OtB
0.54
sub_position
0.54
Division
0.53
Based
0.53
Cmp
0.50
Wor
0.47
Tea
0.46
Best Pos
0.45
Best Role
0.44
MOST FREQUENT VALUES
2700000.0
5
6.8%
4500000.0
5
6.8%
3600000.0
4
5.5%
9000000.0
4
5.5%
22500000.0
4
5.5%
19800000.0
3
4.1%
4050000.0
3
4.1%
10800000.0
3
4.1%
1350000.0
3
4.1%
450000.0
2
2.7%
7200000.0
2
2.7%
5400000.0
2
2.7%
13500000.0
2
2.7%
540000.0
2
2.7%
4950000.0
1
1.4%
SMALLEST VALUES
450000.0
2
2.7%
540000.0
2
2.7%
675000.0
1
1.4%
720000.0
1
1.4%
810000.0
1
1.4%
900000.0
1
1.4%
990000.0
1
1.4%
1080000.0
1
1.4%
1350000.0
3
4.1%
1800000.0
1
1.4%
2029999.0
1
1.4%
2250000.0
1
1.4%
2700000.0
5
6.8%
3600000.0
4
5.5%
4050000.0
3
4.1%
LARGEST VALUES
72000000.0
1
1.4%
63000000.0
1
1.4%
49500000.0
1
1.4%
45000000.0
1
1.4%
40500000.0
1
1.4%
36000000.0
1
1.4%
31500000.0
1
1.4%
27000000.0
1
1.4%
25200000.0
1
1.4%
22500000.0
4
5.5%
19800000.0
3
4.1%
18000000.0
1
1.4%
17100000.0
1
1.4%
14400000.0
1
1.4%
13500000.0
2
2.7%
url
MISSING:
---
1
1%
-
-
https://www.transfermarkt.co.uk/dimitrios-goutas/profil/spieler/191829
1
1%
-
-
https://www.transfermarkt.co.uk/alfonso-pedraza/profil/spieler/356197
1
1%
-
-
https://www.transfermarkt.co.uk/andre-zambo-anguissa/profil/spieler/354361
1
1%
-
-
https://www.transfermarkt.co.uk/falaye-sacko/profil/spieler/364857
1
1%
-
-
https://www.transfermarkt.co.uk/connor-goldson/profil/spieler/163656
1
1%
-
-
https://www.transfermarkt.co.uk/youri-tielemans/profil/spieler/249565
1
1%
-
-
https://www.transfermarkt.co.uk/majid-hosseini/profil/spieler/294767
1
1%
-
-
https://www.transfermarkt.co.uk/dmitri-skopintsev/profil/spieler/281917
1
1%
-
-
https://www.transfermarkt.co.uk/ruben-garcia/profil/spieler/213260
1
1%
-
-
https://www.transfermarkt.co.uk/pawel-dawidowicz/profil/spieler/248732
1
1%
-
-
https://www.transfermarkt.co.uk/silvan-hefti/profil/spieler/237666
1
1%
-
-
https://www.transfermarkt.co.uk/dan-burn/profil/spieler/134270
1
1%
-
-
https://www.transfermarkt.co.uk/mohamed-elneny/profil/spieler/160438
1
1%
-
-
https://www.transfermarkt.co.uk/grischa-promel/profil/spieler/234029
1
1%
-
-
https://www.transfermarkt.co.uk/raul-de-tomas/profil/spieler/162038
1
1%
-
-
https://www.transfermarkt.co.uk/mario-hernandez/profil/spieler/608531
1
1%
-
-
https://www.transfermarkt.co.uk/aleksandar-pesic/profil/spieler/73457
1
1%
-
-
https://www.transfermarkt.co.uk/sergiy-petko/profil/spieler/353584
1
1%
-
-
https://www.transfermarkt.co.uk/fabio-china/profil/spieler/435497
1
1%
-
-
https://www.transfermarkt.co.uk/ivan-balliu/profil/spieler/85295
1
1%
-
-
https://www.transfermarkt.co.uk/andre-ramalho/profil/spieler/175792
1
1%
-
-
https://www.transfermarkt.co.uk/noe-dussenne/profil/spieler/160736
1
1%
-
-
https://www.transfermarkt.co.uk/hans-vanaken/profil/spieler/137576
1
1%
-
-
https://www.transfermarkt.co.uk/gerson/profil/spieler/341705
1
1%
-
-
https://www.transfermarkt.co.uk/nuno-santos/profil/spieler/290391
1
1%
-
-
https://www.transfermarkt.co.uk/daichi-kamada/profil/spieler/356141
1
1%
-
-
https://www.transfermarkt.co.uk/silvan-widmer/profil/spieler/168989
1
1%
-
-
https://www.transfermarkt.co.uk/lucas-silva/profil/spieler/644158
1
1%
-
-
https://www.transfermarkt.co.uk/andreas-bouchalakis/profil/spieler/157535
1
1%
-
-
https://www.transfermarkt.co.uk/sergio-oliveira/profil/spieler/112465
1
1%
-
-
https://www.transfermarkt.co.uk/emre-akbaba/profil/spieler/278654
1
1%
-
-
https://www.transfermarkt.co.uk/danny-ings/profil/spieler/134294
1
1%
-
-
https://www.transfermarkt.co.uk/sardar-azmoun/profil/spieler/180337
1
1%
-
-
https://www.transfermarkt.co.uk/saba-lobjanidze/profil/spieler/251029
1
1%
-
-
https://www.transfermarkt.co.uk/halil-akbunar/profil/spieler/212229
1
1%
-
-
https://www.transfermarkt.co.uk/patrick/profil/spieler/529646
1
1%
-
-
https://www.transfermarkt.co.uk/yusuf-erdogan/profil/spieler/191391
1
1%
-
-
https://www.transfermarkt.co.uk/nino-galovic/profil/spieler/194005
1
1%
-
-
https://www.transfermarkt.co.uk/rodrigo-de-paul/profil/spieler/255901
1
1%
-
-
https://www.transfermarkt.co.uk/joseph-attamah/profil/spieler/263546
1
1%
-
-
https://www.transfermarkt.co.uk/lucas-africo/profil/spieler/597087
1
1%
-
-
https://www.transfermarkt.co.uk/ibrahim-pehlivan/profil/spieler/291760
1
1%
-
-
https://www.transfermarkt.co.uk/marvin-friedrich/profil/spieler/196231
1
1%
-
-
https://www.transfermarkt.co.uk/fali/profil/spieler/252667
1
1%
-
-
https://www.transfermarkt.co.uk/daniel-amartey/profil/spieler/214056
1
1%
-
-
https://www.transfermarkt.co.uk/pedri/profil/spieler/683840
1
1%
-
-
https://www.transfermarkt.co.uk/robert-andrich/profil/spieler/159088
1
1%
-
-
https://www.transfermarkt.co.uk/abdelhamid-sabiri/profil/spieler/340394
1
1%
-
-
https://www.transfermarkt.co.uk/sergio-reguilon/profil/spieler/282429
1
1%
-
-
https://www.transfermarkt.co.uk/taylan-antalyali/profil/spieler/204176
1
1%
-
-
https://www.transfermarkt.co.uk/lucas-torro/profil/spieler/213670
1
1%
-
-
https://www.transfermarkt.co.uk/choco-lozano/profil/spieler/131275
1
1%
-
-
https://www.transfermarkt.co.uk/jonathan-clauss/profil/spieler/175639
1
1%
-
-
https://www.transfermarkt.co.uk/mason-holgate/profil/spieler/348623
1
1%
-
-
https://www.transfermarkt.co.uk/federico-ceccherini/profil/spieler/163639
1
1%
-
-
https://www.transfermarkt.co.uk/domenico-berardi/profil/spieler/177843
1
1%
-
-
https://www.transfermarkt.co.uk/alexander-merkel/profil/spieler/86926
1
1%
-
-
https://www.transfermarkt.co.uk/fredrik-aursnes/profil/spieler/223367
1
1%
-
-
https://www.transfermarkt.co.uk/raphinha/profil/spieler/411295
1
1%
-
-
https://www.transfermarkt.co.uk/patrik-schick/profil/spieler/242086
13
18%
-
-
(Other)
country_of_citizenship_x
MISSING:
53
(73%)
4
20%
-
-
Turkey
3
15%
-
-
Russia
2
10%
-
-
Greece
2
10%
-
-
Brazil
2
10%
-
-
Spain
1
5%
-
-
Honduras
1
5%
-
-
Belgium
1
5%
-
-
Argentina
1
5%
-
-
Cameroon
1
5%
-
-
Ukraine
1
5%
-
-
Portugal
1
5%
-
-
Georgia
Age_2020
MISSING:
53
(73%)
TOP CATEGORIES
24.0
5
25%
25.0
4
20%
26.0
4
20%
27.0
3
15%
20.0
2
10%
23.0
1
5%
22.0
1
5%
ALL
20
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Age_2020
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age
0.23
Ant
0.21
Preferred Foot
0.20
Division
0.20
Based
0.20
Best Pos
0.19
Best Role
0.18
Bal
0.17
Cnt
0.17
Dec
0.17

THESE FEATURES
GIVE INFORMATION
ON Age_2020:
Division
0.53
Based
0.53
Best Role
0.45
Age
0.41
Best Pos
0.40
Ant
0.33
Agi
0.31
Bal
0.31
Tec
0.31
OtB
0.31
sub_position
0.30
Cmp
0.30
Tea
0.29
Pas
0.29

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age_2020
CORRELATION RATIO WITH...
fm_player_index
0.87
Unnamed: 0
0.61
current_club_id
0.51
CA
0.46
PA
0.45
player_id
0.44
Hea
0.43
Agg
0.40
Fin
0.38
Tck
0.36
Jum
0.35
Height
0.35
Wage
0.35
Str
0.34
fm_player_index
MISSING:
53
(73%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
player_id
-0.55
Tck
-0.34
Mar
-0.32
Fin
0.27
current_club_id
0.25
Lon
0.22
Pos
-0.22
Fre
-0.22
Wage
0.15
Vis
-0.14
Dri
0.14
Pen
0.14
height_in_cm
0.13
Value
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age_2020
0.87
Division
0.62
Based
0.62
Cnt
0.46
Best Role
0.45
Dec
0.43
Best Pos
0.40
OtB
0.39
Tea
0.38
Ant
0.38
Cmp
0.37
Sta
0.34
sub_position
0.34
Nat
0.34
MOST FREQUENT VALUES
65462.0
1
5.0%
22621.0
1
5.0%
85048.0
1
5.0%
16323.0
1
5.0%
47731.0
1
5.0%
52990.0
1
5.0%
60484.0
1
5.0%
30959.0
1
5.0%
31341.0
1
5.0%
45959.0
1
5.0%
65446.0
1
5.0%
4731.0
1
5.0%
45896.0
1
5.0%
60495.0
1
5.0%
45.0
1
5.0%
SMALLEST VALUES
45.0
1
5.0%
254.0
1
5.0%
4731.0
1
5.0%
16323.0
1
5.0%
22621.0
1
5.0%
30959.0
1
5.0%
31341.0
1
5.0%
45896.0
1
5.0%
45905.0
1
5.0%
45959.0
1
5.0%
45983.0
1
5.0%
47731.0
1
5.0%
52990.0
1
5.0%
60484.0
1
5.0%
60495.0
1
5.0%
LARGEST VALUES
85112.0
1
5.0%
85048.0
1
5.0%
65462.0
1
5.0%
65446.0
1
5.0%
60519.0
1
5.0%
60495.0
1
5.0%
60484.0
1
5.0%
52990.0
1
5.0%
47731.0
1
5.0%
45983.0
1
5.0%
45959.0
1
5.0%
45905.0
1
5.0%
45896.0
1
5.0%
31341.0
1
5.0%
30959.0
1
5.0%
country_of_citizenship_y
MISSING:
53
(73%)
4
20%
-
-
Turkey
3
15%
-
-
Russia
2
10%
-
-
Greece
2
10%
-
-
Brazil
2
10%
-
-
Spain
1
5%
-
-
Honduras
1
5%
-
-
Belgium
1
5%
-
-
Argentina
1
5%
-
-
Cameroon
1
5%
-
-
Ukraine
1
5%
-
-
Portugal
1
5%
-
-
Georgia
value_2022
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
market_value_in_gbp
1.00
highest_market_value_in_gbp
1.00
value_diff
0.81
market_value
0.77
value_2020
0.77
PA
0.74
CA
0.72
Value
0.67
Wage
0.63
Dri
0.45
Vis
0.45
Fla
0.45
Unnamed: 0
-0.44
Pen
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
0.65
Fir
0.65
Tec
0.60
Dec
0.60
Pas
0.59
OtB
0.54
Division
0.53
Based
0.53
sub_position
0.52
Cmp
0.49
Tea
0.48
Wor
0.45
Best Pos
0.44
Best Role
0.44
MOST FREQUENT VALUES
2700000.0
5
6.8%
4500000.0
5
6.8%
7200000.0
4
5.5%
3600000.0
4
5.5%
3150000.0
4
5.5%
1350000.0
4
5.5%
19800000.0
3
4.1%
720000.0
3
4.1%
10800000.0
3
4.1%
22500000.0
3
4.1%
13500000.0
2
2.7%
450000.0
2
2.7%
9000000.0
2
2.7%
16200000.0
2
2.7%
4050000.0
2
2.7%
SMALLEST VALUES
270000.0
2
2.7%
450000.0
2
2.7%
540000.0
1
1.4%
630000.0
2
2.7%
720000.0
3
4.1%
765000.0
1
1.4%
1080000.0
1
1.4%
1350000.0
4
5.5%
1800000.0
1
1.4%
2250000.0
1
1.4%
2700000.0
5
6.8%
3150000.0
4
5.5%
3600000.0
4
5.5%
3870000.0
1
1.4%
4050000.0
2
2.7%
LARGEST VALUES
72000000.0
1
1.4%
58500000.0
1
1.4%
49500000.0
1
1.4%
45000000.0
1
1.4%
40500000.0
1
1.4%
36000000.0
1
1.4%
31500000.0
1
1.4%
27000000.0
1
1.4%
22500000.0
3
4.1%
19800000.0
3
4.1%
18000000.0
1
1.4%
16200000.0
2
2.7%
14400000.0
1
1.4%
13500000.0
2
2.7%
11700000.0
1
1.4%
date
MISSING:
---
6
8%
-
-
2019-12-20
5
7%
-
-
2019-09-10
5
7%
-
-
2019-10-04
5
7%
-
-
2019-12-12
4
5%
-
-
2019-12-10
4
5%
-
-
2019-10-02
4
5%
-
-
2019-12-17
4
5%
-
-
2020-01-03
4
5%
-
-
2019-12-23
3
4%
-
-
2019-10-11
2
3%
-
-
2019-12-18
2
3%
-
-
2019-09-09
2
3%
-
-
2019-11-27
2
3%
-
-
2019-12-30
2
3%
-
-
2019-09-23
1
1%
-
-
2019-09-03
1
1%
-
-
2019-09-12
1
1%
-
-
2019-09-13
1
1%
-
-
2019-10-07
1
1%
-
-
2019-12-16
1
1%
-
-
2019-09-25
1
1%
-
-
2020-10-05
1
1%
-
-
2019-12-31
1
1%
-
-
2019-08-20
1
1%
-
-
2020-01-06
1
1%
-
-
2019-11-13
1
1%
-
-
2019-10-08
1
1%
-
-
2019-08-01
1
1%
-
-
2019-08-15
1
1%
-
-
2019-09-27
1
1%
-
-
2019-08-13
1
1%
-
-
2019-12-29
1
1%
-
-
2019-12-09
1
1%
-
-
2019-12-13
market_value
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
value_2020
1.00
Wage
0.79
highest_market_value_in_gbp
0.78
market_value_in_gbp
0.77
value_2022
0.77
Value
0.76
CA
0.72
PA
0.70
Pen
0.46
Unnamed: 0
-0.43
Vis
0.36
Fre
0.36
Fin
0.34
Fla
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmp
0.67
OtB
0.61
Pas
0.56
Wor
0.56
Division
0.52
Based
0.52
Sta
0.47
Best Role
0.45
Tec
0.45
sub_position
0.44
Fir
0.42
Dec
0.41
Best Pos
0.40
Pac
0.40
MOST FREQUENT VALUES
3150000
7
9.6%
900000
4
5.5%
4500000
4
5.5%
1800000
4
5.5%
16200000
3
4.1%
12600000
3
4.1%
540000
2
2.7%
450000
2
2.7%
5400000
2
2.7%
2250000
2
2.7%
90000
2
2.7%
675000
2
2.7%
360000
2
2.7%
1260000
2
2.7%
22500000
2
2.7%
SMALLEST VALUES
45000
1
1.4%
90000
2
2.7%
158000
1
1.4%
180000
1
1.4%
315000
1
1.4%
360000
2
2.7%
450000
2
2.7%
540000
2
2.7%
585000
1
1.4%
675000
2
2.7%
720000
1
1.4%
810000
2
2.7%
900000
4
5.5%
990000
1
1.4%
1080000
1
1.4%
LARGEST VALUES
45000000
1
1.4%
40500000
1
1.4%
22500000
2
2.7%
21600000
1
1.4%
19800000
1
1.4%
16200000
3
4.1%
15750000
1
1.4%
13500000
1
1.4%
12600000
3
4.1%
9000000
1
1.4%
8100000
1
1.4%
7200000
1
1.4%
6300000
2
2.7%
5670000
1
1.4%
5400000
2
2.7%
value_2020
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
market_value
1.00
Wage
0.79
highest_market_value_in_gbp
0.78
market_value_in_gbp
0.77
value_2022
0.77
Value
0.76
CA
0.72
PA
0.70
Pen
0.46
Unnamed: 0
-0.43
Vis
0.36
Fre
0.36
Fin
0.34
Fla
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmp
0.67
OtB
0.61
Pas
0.56
Wor
0.56
Division
0.52
Based
0.52
Sta
0.47
Best Role
0.45
Tec
0.45
sub_position
0.44
Fir
0.42
Dec
0.41
Best Pos
0.40
Pac
0.40
MOST FREQUENT VALUES
3150000
7
9.6%
900000
4
5.5%
4500000
4
5.5%
1800000
4
5.5%
16200000
3
4.1%
12600000
3
4.1%
540000
2
2.7%
450000
2
2.7%
5400000
2
2.7%
2250000
2
2.7%
90000
2
2.7%
675000
2
2.7%
360000
2
2.7%
1260000
2
2.7%
22500000
2
2.7%
SMALLEST VALUES
45000
1
1.4%
90000
2
2.7%
158000
1
1.4%
180000
1
1.4%
315000
1
1.4%
360000
2
2.7%
450000
2
2.7%
540000
2
2.7%
585000
1
1.4%
675000
2
2.7%
720000
1
1.4%
810000
2
2.7%
900000
4
5.5%
990000
1
1.4%
1080000
1
1.4%
LARGEST VALUES
45000000
1
1.4%
40500000
1
1.4%
22500000
2
2.7%
21600000
1
1.4%
19800000
1
1.4%
16200000
3
4.1%
15750000
1
1.4%
13500000
1
1.4%
12600000
3
4.1%
9000000
1
1.4%
8100000
1
1.4%
7200000
1
1.4%
6300000
2
2.7%
5670000
1
1.4%
5400000
2
2.7%
value_diff
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
market_value_in_gbp
0.81
value_2022
0.81
highest_market_value_in_gbp
0.79
PA
0.47
Dri
0.43
CA
0.42
Fla
0.39
Vis
0.36
Value
0.32
Pos
-0.32
Cro
0.31
player_id
0.30
Unnamed: 0
-0.28
Fin
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
0.83
Fir
0.64
Dec
0.60
Tea
0.58
Tec
0.55
Pas
0.55
Best Pos
0.49
Agi
0.46
Division
0.44
Based
0.44
Best Role
0.41
sub_position
0.40
Wor
0.38
OtB
0.37
MOST FREQUENT VALUES
450000.0
7
9.6%
2700000.0
6
8.2%
1800000.0
5
6.8%
180000.0
3
4.1%
90000.0
3
4.1%
900000.0
3
4.1%
13500000.0
3
4.1%
1350000.0
2
2.7%
6300000.0
2
2.7%
3600000.0
2
2.7%
2250000.0
2
2.7%
540000.0
2
2.7%
9900000.0
2
2.7%
220000.0
2
2.7%
4950000.0
1
1.4%
SMALLEST VALUES
90000.0
3
4.1%
135000.0
1
1.4%
180000.0
3
4.1%
220000.0
2
2.7%
225000.0
1
1.4%
270000.0
1
1.4%
292000.0
1
1.4%
360000.0
1
1.4%
450000.0
7
9.6%
540000.0
2
2.7%
675000.0
1
1.4%
900000.0
3
4.1%
990000.0
1
1.4%
1350000.0
2
2.7%
1440000.0
1
1.4%
LARGEST VALUES
67500000.0
1
1.4%
31500000.0
1
1.4%
27900000.0
1
1.4%
13500000.0
3
4.1%
12825000.0
1
1.4%
11700000.0
1
1.4%
10800000.0
1
1.4%
10350000.0
1
1.4%
9900000.0
2
2.7%
9810000.0
1
1.4%
9000000.0
1
1.4%
7200000.0
1
1.4%
6300000.0
2
2.7%
5850000.0
1
1.4%
5400000.0
1
1.4%
value_cat
MISSING:
---
TOP CATEGORIES
1
73
100%
0
0
0%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
value_cat
PROVIDES INFORMATION ON...
last_season
1.00
pred
1.00
real
1.00
Cmp
0.00
Bal
0.00
Nat
0.00
Age
0.00
Wor
0.00
Age_2020
0.00
Best Pos
0.00
Kic
0.00
Ant
0.00
Pac
0.00
Pas
0.00

THESE FEATURES
GIVE INFORMATION
ON value_cat:
Division
1.00
Based
1.00
Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
Tec
1.00
Tea
1.00
Sta
1.00
TRO
1.00
Ref
1.00
Pun
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
value_cat
CORRELATION RATIO WITH...
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tck
0.00
Str
0.00
Pos
0.00
Pen
0.00
Mar
0.00
L Th
0.00
pred
MISSING:
---
TOP CATEGORIES
False
73
100%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pred
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
real
1.00
Cmp
0.00
Bal
0.00
Nat
0.00
Age
0.00
Wor
0.00
Age_2020
0.00
Best Pos
0.00
Kic
0.00
Ant
0.00
Pac
0.00
Pas
0.00

THESE FEATURES
GIVE INFORMATION
ON pred:
Division
1.00
Based
1.00
Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
Tec
1.00
Tea
1.00
Sta
1.00
TRO
1.00
Ref
1.00
Pun
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pred
CORRELATION RATIO WITH...
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tck
0.00
Str
0.00
Pos
0.00
Pen
0.00
Mar
0.00
L Th
0.00
real
MISSING:
---
TOP CATEGORIES
True
73
100%
ALL
73
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real
PROVIDES INFORMATION ON...
last_season
1.00
value_cat
1.00
pred
1.00
Cmp
0.00
Bal
0.00
Nat
0.00
Age
0.00
Wor
0.00
Age_2020
0.00
Best Pos
0.00
Kic
0.00
Ant
0.00
Pac
0.00
Pas
0.00

THESE FEATURES
GIVE INFORMATION
ON real:
Division
1.00
Based
1.00
Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
Tec
1.00
Tea
1.00
Sta
1.00
TRO
1.00
Ref
1.00
Pun
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
real
CORRELATION RATIO WITH...
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tck
0.00
Str
0.00
Pos
0.00
Pen
0.00
Mar
0.00
L Th
0.00